7.6 卷积网络分类过程可视化

7.6.1 导入库

网络结构由network.py提供network.py
第一个隐层为含有三个节点的全连接层
第二个隐层为含有两个1x2卷积的卷积层
第三个隐层为池化层（最大池化） image.png
In [1]:

import network
import matplotlib.pyplot  as plt
from matplotlib.colors import ListedColormap
from matplotlib import cm,colors
from mpl_toolkits.mplot3d import Axes3D
import numpy as np
from sklearn import datasets
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler
plt.rcParams['font.sans-serif'] = ['SimHei']
plt.rcParams['axes.unicode_minus'] = False
np.random.seed(100)

7.6.2 定义各类激活函数

In [2]:

activation = 'relu'
if activation=='relu':
    activation_fn = network.relu_activation
elif activation == 'sigmoid':
    activation_fn = network.sigmoid_activation
elif activation == 'tanh':
    activation_fn = network.tanh_activation
else:
    print(activation+' function not implemented')

7.6.3 导入数据开始训练

根据需要设定合适的参数进行训练,net.SGD()函数参数如下:

training_data #训练数据

epochs #训练次数

mini_batch_size #batch大小

eta #学习率

lmbda = 0.0 #正则化系数

evaluation_data=None #验证数据

monitor_evaluation_cost=False #监测验证损失

monitor_evaluation_accuracy=True #监测验证精度

monitor_training_cost=True #监测训练损失

monitor_training_accuracy=True #监测训练精度

early_stopping_n = 0 #早停阈值

verbose = 0 # 是否开启冗余输出，开启之后才能显示上述监测内容

save_loss=False # 保存损失

save_delta = False # 保存误差

save_grad = False # 保存梯度

save_weights = False # 保存训练过程中的权重

save_Pl_Pa = False #保存各层偏导

In [8]:

X, y = datasets.make_circles(n_samples=2000, factor=0.3, noise=.1,random_state=123)
X, X_test, y, y_test = train_test_split(X, y, test_size=0.33)
c,r = np.mgrid[[slice(X.min()- .2,X.max() + .2,50j)]*2]
p = np.c_[c.flat,r.flat]
#归一化
ss = StandardScaler().fit(X)
X = ss.transform(X)
p_0 = ss.transform(p)
X_test = ss.transform(X_test)
p = list(np.expand_dims(p_0,2))
#调整数据数据
training_data = list([[np.expand_dims(feature,axis=1),label] for feature,label in zip(X,y)])
test_data =  list([[np.expand_dims(feature,axis=1),label] for feature,label in zip(X_test,y_test)])
#"""全连接与卷积输入如[2,3,[3,2],1],其中的[3,2]代表卷积核为1*2,个数为卷积核数量为3"""
net = network.Network([2,3,[2,2],1],activation_fn=activation_fn,cost=network.BinaryLogCost,layers_type=['FC','C','FC'])
#是否已经训练且保存中间参数
have_trained = False
if have_trained:
    #如果已经训练了就直接加载
    weights_log = np.load('log/weights_log.npy',allow_pickle=True)
    bias_log = np.load('log/bias_log.npy',allow_pickle=True)
    net.set_weights(weights_log[800],bias_log[800])
else:
    #否则重新训练
    net.default_weight_initializer()
    _ = net.SGD(training_data, 2000, len(training_data), 0.08, evaluation_data=test_data,verbose=1,
            save_Pl_Pa=True,
            save_weights=True,
            save_grad=True,
            save_delta=True,
            save_loss=True,
    monitor_evaluation_accuracy=True,
    monitor_training_accuracy=True,
    monitor_training_cost=True)



Epoch 0 training complete
Cost on training data: 1.5129109601588913
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 1 training complete
Cost on training data: 1.3974295564637578
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 2 training complete
Cost on training data: 1.2955924262313778
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 3 training complete
Cost on training data: 1.2051875617874535
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 4 training complete
Cost on training data: 1.1249843340704626
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 5 training complete
Cost on training data: 1.0536787849030627
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 6 training complete
Cost on training data: 0.9901536599491472
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 7 training complete
Cost on training data: 0.9330767160467419
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 8 training complete
Cost on training data: 0.8819149800609352
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 9 training complete
Cost on training data: 0.8361168722647567
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 10 training complete
Cost on training data: 0.7950717037380199
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 11 training complete
Cost on training data: 0.7580970175192748
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 12 training complete
Cost on training data: 0.7247364481131049
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 13 training complete
Cost on training data: 0.6947691261868604
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 14 training complete
Cost on training data: 0.6677153990342803
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 15 training complete
Cost on training data: 0.6432566889278191
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 16 training complete
Cost on training data: 0.6211237557785694
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 17 training complete
Cost on training data: 0.6081790129279627
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 18 training complete
Cost on training data: 0.6027427976714025
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 19 training complete
Cost on training data: 0.5974563631058657
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 20 training complete
Cost on training data: 0.5923077521281087
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 21 training complete
Cost on training data: 0.5872898433217462
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 22 training complete
Cost on training data: 0.5823745880060359
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 23 training complete
Cost on training data: 0.5776137676751057
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 24 training complete
Cost on training data: 0.5729726724737648
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 25 training complete
Cost on training data: 0.5684132023580823
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 26 training complete
Cost on training data: 0.5639597347647245
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 27 training complete
Cost on training data: 0.5596110372690429
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 28 training complete
Cost on training data: 0.55534955539902
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 29 training complete
Cost on training data: 0.5511791785018841
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 30 training complete
Cost on training data: 0.5470979193966696
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 31 training complete
Cost on training data: 0.5430933374923362
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 32 training complete
Cost on training data: 0.5391621424224764
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 33 training complete
Cost on training data: 0.535295358981176
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 34 training complete
Cost on training data: 0.5314931750693462
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 35 training complete
Cost on training data: 0.52779935015671
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 36 training complete
Cost on training data: 0.5248070178596362
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 37 training complete
Cost on training data: 0.5212064836794916
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 38 training complete
Cost on training data: 0.5176565442078013
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 39 training complete
Cost on training data: 0.5141545418059273
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 40 training complete
Cost on training data: 0.5107194171510179
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 41 training complete
Cost on training data: 0.5073373968354921
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 42 training complete
Cost on training data: 0.5040100339414126
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 43 training complete
Cost on training data: 0.5007347195772811
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 44 training complete
Cost on training data: 0.4974979511582901
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 45 training complete
Cost on training data: 0.4942886303363843
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 46 training complete
Cost on training data: 0.4911157642005239
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 47 training complete
Cost on training data: 0.48798401824956705
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 48 training complete
Cost on training data: 0.48489958679472284
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 49 training complete
Cost on training data: 0.4823461030509256
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 50 training complete
Cost on training data: 0.4796410617828298
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 51 training complete
Cost on training data: 0.47663892631392474
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 52 training complete
Cost on training data: 0.47367879355508186
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 53 training complete
Cost on training data: 0.4707419062257248
Accuracy on training data: 683 / 1340
Accuracy on evaluation data: 317 / 660
Epoch 54 training complete
Cost on training data: 0.46781021732203154
Accuracy on training data: 1159 / 1340
Accuracy on evaluation data: 581 / 660
Epoch 55 training complete
Cost on training data: 0.4649351822500455
Accuracy on training data: 1161 / 1340
Accuracy on evaluation data: 582 / 660
Epoch 56 training complete
Cost on training data: 0.46207653831238865
Accuracy on training data: 1162 / 1340
Accuracy on evaluation data: 582 / 660
Epoch 57 training complete
Cost on training data: 0.4592294994635467
Accuracy on training data: 1163 / 1340
Accuracy on evaluation data: 582 / 660
Epoch 58 training complete
Cost on training data: 0.45642693257613676
Accuracy on training data: 1163 / 1340
Accuracy on evaluation data: 582 / 660
Epoch 59 training complete
Cost on training data: 0.45409021811890327
Accuracy on training data: 1164 / 1340
Accuracy on evaluation data: 582 / 660
Epoch 60 training complete
Cost on training data: 0.451752756777207
Accuracy on training data: 1172 / 1340
Accuracy on evaluation data: 586 / 660
Epoch 61 training complete
Cost on training data: 0.44897089329474865
Accuracy on training data: 1172 / 1340
Accuracy on evaluation data: 586 / 660
Epoch 62 training complete
Cost on training data: 0.44624275604529834
Accuracy on training data: 1175 / 1340
Accuracy on evaluation data: 586 / 660
Epoch 63 training complete
Cost on training data: 0.44354835553906585
Accuracy on training data: 1177 / 1340
Accuracy on evaluation data: 586 / 660
Epoch 64 training complete
Cost on training data: 0.44089208869194196
Accuracy on training data: 1179 / 1340
Accuracy on evaluation data: 587 / 660
Epoch 65 training complete
Cost on training data: 0.4382499690239411
Accuracy on training data: 1183 / 1340
Accuracy on evaluation data: 587 / 660
Epoch 66 training complete
Cost on training data: 0.4356695659330818
Accuracy on training data: 1188 / 1340
Accuracy on evaluation data: 588 / 660
Epoch 67 training complete
Cost on training data: 0.43312572966277685
Accuracy on training data: 1191 / 1340
Accuracy on evaluation data: 588 / 660
Epoch 68 training complete
Cost on training data: 0.43059284364132694
Accuracy on training data: 1194 / 1340
Accuracy on evaluation data: 589 / 660
Epoch 69 training complete
Cost on training data: 0.42860412963205263
Accuracy on training data: 1195 / 1340
Accuracy on evaluation data: 590 / 660
Epoch 70 training complete
Cost on training data: 0.42623879621795313
Accuracy on training data: 1201 / 1340
Accuracy on evaluation data: 593 / 660
Epoch 71 training complete
Cost on training data: 0.42371859571061316
Accuracy on training data: 1202 / 1340
Accuracy on evaluation data: 593 / 660
Epoch 72 training complete
Cost on training data: 0.42123863041005594
Accuracy on training data: 1202 / 1340
Accuracy on evaluation data: 593 / 660
Epoch 73 training complete
Cost on training data: 0.4187903883897422
Accuracy on training data: 1204 / 1340
Accuracy on evaluation data: 593 / 660
Epoch 74 training complete
Cost on training data: 0.4163754450103797
Accuracy on training data: 1206 / 1340
Accuracy on evaluation data: 593 / 660
Epoch 75 training complete
Cost on training data: 0.41397958315416294
Accuracy on training data: 1207 / 1340
Accuracy on evaluation data: 593 / 660
Epoch 76 training complete
Cost on training data: 0.41160661060450643
Accuracy on training data: 1207 / 1340
Accuracy on evaluation data: 593 / 660
Epoch 77 training complete
Cost on training data: 0.40922117346089626
Accuracy on training data: 1209 / 1340
Accuracy on evaluation data: 593 / 660
Epoch 78 training complete
Cost on training data: 0.4068381792650811
Accuracy on training data: 1207 / 1340
Accuracy on evaluation data: 594 / 660
Epoch 79 training complete
Cost on training data: 0.40489594437912585
Accuracy on training data: 1208 / 1340
Accuracy on evaluation data: 594 / 660
Epoch 80 training complete
Cost on training data: 0.402695833674223
Accuracy on training data: 1213 / 1340
Accuracy on evaluation data: 599 / 660
Epoch 81 training complete
Cost on training data: 0.4003068962730118
Accuracy on training data: 1214 / 1340
Accuracy on evaluation data: 599 / 660
Epoch 82 training complete
Cost on training data: 0.39791948544977046
Accuracy on training data: 1214 / 1340
Accuracy on evaluation data: 599 / 660
Epoch 83 training complete
Cost on training data: 0.39554508309113623
Accuracy on training data: 1215 / 1340
Accuracy on evaluation data: 598 / 660
Epoch 84 training complete
Cost on training data: 0.3931733389260824
Accuracy on training data: 1217 / 1340
Accuracy on evaluation data: 598 / 660
Epoch 85 training complete
Cost on training data: 0.3908319916440641
Accuracy on training data: 1217 / 1340
Accuracy on evaluation data: 598 / 660
Epoch 86 training complete
Cost on training data: 0.3885142901185851
Accuracy on training data: 1217 / 1340
Accuracy on evaluation data: 598 / 660
Epoch 87 training complete
Cost on training data: 0.3862110850316098
Accuracy on training data: 1221 / 1340
Accuracy on evaluation data: 598 / 660
Epoch 88 training complete
Cost on training data: 0.3839408411388748
Accuracy on training data: 1221 / 1340
Accuracy on evaluation data: 598 / 660
Epoch 89 training complete
Cost on training data: 0.38209290060150386
Accuracy on training data: 1222 / 1340
Accuracy on evaluation data: 599 / 660
Epoch 90 training complete
Cost on training data: 0.3799381571526648
Accuracy on training data: 1227 / 1340
Accuracy on evaluation data: 603 / 660
Epoch 91 training complete
Cost on training data: 0.3776721722986299
Accuracy on training data: 1228 / 1340
Accuracy on evaluation data: 603 / 660
Epoch 92 training complete
Cost on training data: 0.37544511839251743
Accuracy on training data: 1228 / 1340
Accuracy on evaluation data: 603 / 660
Epoch 93 training complete
Cost on training data: 0.3732359125583497
Accuracy on training data: 1230 / 1340
Accuracy on evaluation data: 605 / 660
Epoch 94 training complete
Cost on training data: 0.3710659049021777
Accuracy on training data: 1231 / 1340
Accuracy on evaluation data: 605 / 660
Epoch 95 training complete
Cost on training data: 0.36889801283785606
Accuracy on training data: 1231 / 1340
Accuracy on evaluation data: 606 / 660
Epoch 96 training complete
Cost on training data: 0.3667229223931885
Accuracy on training data: 1232 / 1340
Accuracy on evaluation data: 607 / 660
Epoch 97 training complete
Cost on training data: 0.3645423392448107
Accuracy on training data: 1232 / 1340
Accuracy on evaluation data: 608 / 660
Epoch 98 training complete
Cost on training data: 0.36238931012933473
Accuracy on training data: 1235 / 1340
Accuracy on evaluation data: 607 / 660
Epoch 99 training complete
Cost on training data: 0.3602508957602477
Accuracy on training data: 1236 / 1340
Accuracy on evaluation data: 608 / 660
Epoch 100 training complete
Cost on training data: 0.3581366564325944
Accuracy on training data: 1236 / 1340
Accuracy on evaluation data: 609 / 660
Epoch 101 training complete
Cost on training data: 0.3560465189630336
Accuracy on training data: 1236 / 1340
Accuracy on evaluation data: 609 / 660
Epoch 102 training complete
Cost on training data: 0.35408639956054655
Accuracy on training data: 1236 / 1340
Accuracy on evaluation data: 611 / 660
Epoch 103 training complete
Cost on training data: 0.352170517004572
Accuracy on training data: 1243 / 1340
Accuracy on evaluation data: 613 / 660
Epoch 104 training complete
Cost on training data: 0.35006689349029596
Accuracy on training data: 1244 / 1340
Accuracy on evaluation data: 613 / 660
Epoch 105 training complete
Cost on training data: 0.3479942612139964
Accuracy on training data: 1246 / 1340
Accuracy on evaluation data: 614 / 660
Epoch 106 training complete
Cost on training data: 0.3459328041929944
Accuracy on training data: 1246 / 1340
Accuracy on evaluation data: 614 / 660
Epoch 107 training complete
Cost on training data: 0.34388010032538596
Accuracy on training data: 1248 / 1340
Accuracy on evaluation data: 614 / 660
Epoch 108 training complete
Cost on training data: 0.3418504900830348
Accuracy on training data: 1250 / 1340
Accuracy on evaluation data: 615 / 660
Epoch 109 training complete
Cost on training data: 0.33982631806037583
Accuracy on training data: 1252 / 1340
Accuracy on evaluation data: 616 / 660
Epoch 110 training complete
Cost on training data: 0.33779278415908615
Accuracy on training data: 1252 / 1340
Accuracy on evaluation data: 616 / 660
Epoch 111 training complete
Cost on training data: 0.33574192862373875
Accuracy on training data: 1252 / 1340
Accuracy on evaluation data: 616 / 660
Epoch 112 training complete
Cost on training data: 0.3336971990433987
Accuracy on training data: 1255 / 1340
Accuracy on evaluation data: 616 / 660
Epoch 113 training complete
Cost on training data: 0.33163424615501963
Accuracy on training data: 1255 / 1340
Accuracy on evaluation data: 616 / 660
Epoch 114 training complete
Cost on training data: 0.32959849049656
Accuracy on training data: 1256 / 1340
Accuracy on evaluation data: 617 / 660
Epoch 115 training complete
Cost on training data: 0.3275665431678348
Accuracy on training data: 1258 / 1340
Accuracy on evaluation data: 617 / 660
Epoch 116 training complete
Cost on training data: 0.32554408344675273
Accuracy on training data: 1257 / 1340
Accuracy on evaluation data: 618 / 660
Epoch 117 training complete
Cost on training data: 0.3235137947347641
Accuracy on training data: 1259 / 1340
Accuracy on evaluation data: 618 / 660
Epoch 118 training complete
Cost on training data: 0.3214995802699518
Accuracy on training data: 1260 / 1340
Accuracy on evaluation data: 617 / 660
Epoch 119 training complete
Cost on training data: 0.31945847572213126
Accuracy on training data: 1260 / 1340
Accuracy on evaluation data: 618 / 660
Epoch 120 training complete
Cost on training data: 0.3174057127446568
Accuracy on training data: 1260 / 1340
Accuracy on evaluation data: 618 / 660
Epoch 121 training complete
Cost on training data: 0.31537597970263026
Accuracy on training data: 1261 / 1340
Accuracy on evaluation data: 618 / 660
Epoch 122 training complete
Cost on training data: 0.3133574731327511
Accuracy on training data: 1262 / 1340
Accuracy on evaluation data: 618 / 660
Epoch 123 training complete
Cost on training data: 0.31138906318321996
Accuracy on training data: 1262 / 1340
Accuracy on evaluation data: 618 / 660
Epoch 124 training complete
Cost on training data: 0.3094898165656729
Accuracy on training data: 1264 / 1340
Accuracy on evaluation data: 622 / 660
Epoch 125 training complete
Cost on training data: 0.3074531671175999
Accuracy on training data: 1265 / 1340
Accuracy on evaluation data: 621 / 660
Epoch 126 training complete
Cost on training data: 0.3054329583295529
Accuracy on training data: 1265 / 1340
Accuracy on evaluation data: 625 / 660
Epoch 127 training complete
Cost on training data: 0.3034490128188619
Accuracy on training data: 1266 / 1340
Accuracy on evaluation data: 625 / 660
Epoch 128 training complete
Cost on training data: 0.30150167679313805
Accuracy on training data: 1267 / 1340
Accuracy on evaluation data: 625 / 660
Epoch 129 training complete
Cost on training data: 0.2995855206454609
Accuracy on training data: 1267 / 1340
Accuracy on evaluation data: 627 / 660
Epoch 130 training complete
Cost on training data: 0.2976851006272184
Accuracy on training data: 1267 / 1340
Accuracy on evaluation data: 627 / 660
Epoch 131 training complete
Cost on training data: 0.29577260124627536
Accuracy on training data: 1271 / 1340
Accuracy on evaluation data: 627 / 660
Epoch 132 training complete
Cost on training data: 0.2938234415814132
Accuracy on training data: 1270 / 1340
Accuracy on evaluation data: 627 / 660
Epoch 133 training complete
Cost on training data: 0.2918557635719386
Accuracy on training data: 1270 / 1340
Accuracy on evaluation data: 627 / 660
Epoch 134 training complete
Cost on training data: 0.2899040571255476
Accuracy on training data: 1270 / 1340
Accuracy on evaluation data: 628 / 660
Epoch 135 training complete
Cost on training data: 0.28798543942127786
Accuracy on training data: 1270 / 1340
Accuracy on evaluation data: 628 / 660
Epoch 136 training complete
Cost on training data: 0.28607999950632496
Accuracy on training data: 1271 / 1340
Accuracy on evaluation data: 628 / 660
Epoch 137 training complete
Cost on training data: 0.284209785082715
Accuracy on training data: 1271 / 1340
Accuracy on evaluation data: 628 / 660
Epoch 138 training complete
Cost on training data: 0.2823608129239534
Accuracy on training data: 1271 / 1340
Accuracy on evaluation data: 628 / 660
Epoch 139 training complete
Cost on training data: 0.2805127758566455
Accuracy on training data: 1272 / 1340
Accuracy on evaluation data: 629 / 660
Epoch 140 training complete
Cost on training data: 0.27868859104781035
Accuracy on training data: 1272 / 1340
Accuracy on evaluation data: 630 / 660
Epoch 141 training complete
Cost on training data: 0.276885786911712
Accuracy on training data: 1273 / 1340
Accuracy on evaluation data: 630 / 660
Epoch 142 training complete
Cost on training data: 0.2750876335601626
Accuracy on training data: 1273 / 1340
Accuracy on evaluation data: 630 / 660
Epoch 143 training complete
Cost on training data: 0.27330557076855877
Accuracy on training data: 1273 / 1340
Accuracy on evaluation data: 630 / 660
Epoch 144 training complete
Cost on training data: 0.27153296693502743
Accuracy on training data: 1274 / 1340
Accuracy on evaluation data: 630 / 660
Epoch 145 training complete
Cost on training data: 0.26976774330312986
Accuracy on training data: 1275 / 1340
Accuracy on evaluation data: 630 / 660
Epoch 146 training complete
Cost on training data: 0.26800896049143247
Accuracy on training data: 1277 / 1340
Accuracy on evaluation data: 631 / 660
Epoch 147 training complete
Cost on training data: 0.2662582863135154
Accuracy on training data: 1278 / 1340
Accuracy on evaluation data: 632 / 660
Epoch 148 training complete
Cost on training data: 0.26452496540672293
Accuracy on training data: 1279 / 1340
Accuracy on evaluation data: 632 / 660
Epoch 149 training complete
Cost on training data: 0.2628135904351413
Accuracy on training data: 1280 / 1340
Accuracy on evaluation data: 632 / 660
Epoch 150 training complete
Cost on training data: 0.2611205773665851
Accuracy on training data: 1280 / 1340
Accuracy on evaluation data: 632 / 660
Epoch 151 training complete
Cost on training data: 0.25943311006628605
Accuracy on training data: 1284 / 1340
Accuracy on evaluation data: 633 / 660
Epoch 152 training complete
Cost on training data: 0.257757653502404
Accuracy on training data: 1285 / 1340
Accuracy on evaluation data: 635 / 660
Epoch 153 training complete
Cost on training data: 0.25609598110809295
Accuracy on training data: 1286 / 1340
Accuracy on evaluation data: 635 / 660
Epoch 154 training complete
Cost on training data: 0.2544332249494819
Accuracy on training data: 1286 / 1340
Accuracy on evaluation data: 636 / 660
Epoch 155 training complete
Cost on training data: 0.2527911517011985
Accuracy on training data: 1286 / 1340
Accuracy on evaluation data: 636 / 660
Epoch 156 training complete
Cost on training data: 0.2511560666352793
Accuracy on training data: 1288 / 1340
Accuracy on evaluation data: 636 / 660
Epoch 157 training complete
Cost on training data: 0.2495386455386251
Accuracy on training data: 1288 / 1340
Accuracy on evaluation data: 636 / 660
Epoch 158 training complete
Cost on training data: 0.24794001901623178
Accuracy on training data: 1289 / 1340
Accuracy on evaluation data: 636 / 660
Epoch 159 training complete
Cost on training data: 0.24635984160493626
Accuracy on training data: 1290 / 1340
Accuracy on evaluation data: 636 / 660
Epoch 160 training complete
Cost on training data: 0.2447873488245559
Accuracy on training data: 1293 / 1340
Accuracy on evaluation data: 637 / 660
Epoch 161 training complete
Cost on training data: 0.24322716384876575
Accuracy on training data: 1294 / 1340
Accuracy on evaluation data: 637 / 660
Epoch 162 training complete
Cost on training data: 0.24168593992703483
Accuracy on training data: 1294 / 1340
Accuracy on evaluation data: 637 / 660
Epoch 163 training complete
Cost on training data: 0.24015662217749906
Accuracy on training data: 1294 / 1340
Accuracy on evaluation data: 638 / 660
Epoch 164 training complete
Cost on training data: 0.23862847239997886
Accuracy on training data: 1295 / 1340
Accuracy on evaluation data: 638 / 660
Epoch 165 training complete
Cost on training data: 0.2371206792818729
Accuracy on training data: 1295 / 1340
Accuracy on evaluation data: 638 / 660
Epoch 166 training complete
Cost on training data: 0.23562836062529066
Accuracy on training data: 1296 / 1340
Accuracy on evaluation data: 640 / 660
Epoch 167 training complete
Cost on training data: 0.23413875106388313
Accuracy on training data: 1297 / 1340
Accuracy on evaluation data: 640 / 660
Epoch 168 training complete
Cost on training data: 0.23265299161428352
Accuracy on training data: 1299 / 1340
Accuracy on evaluation data: 640 / 660
Epoch 169 training complete
Cost on training data: 0.23118461547471816
Accuracy on training data: 1299 / 1340
Accuracy on evaluation data: 640 / 660
Epoch 170 training complete
Cost on training data: 0.22972889548629052
Accuracy on training data: 1299 / 1340
Accuracy on evaluation data: 640 / 660
Epoch 171 training complete
Cost on training data: 0.22828442653960446
Accuracy on training data: 1299 / 1340
Accuracy on evaluation data: 640 / 660
Epoch 172 training complete
Cost on training data: 0.22685606807892097
Accuracy on training data: 1300 / 1340
Accuracy on evaluation data: 640 / 660
Epoch 173 training complete
Cost on training data: 0.2254387657949954
Accuracy on training data: 1300 / 1340
Accuracy on evaluation data: 640 / 660
Epoch 174 training complete
Cost on training data: 0.22403687721994098
Accuracy on training data: 1300 / 1340
Accuracy on evaluation data: 640 / 660
Epoch 175 training complete
Cost on training data: 0.2226510800941055
Accuracy on training data: 1300 / 1340
Accuracy on evaluation data: 641 / 660
Epoch 176 training complete
Cost on training data: 0.22126330456968318
Accuracy on training data: 1300 / 1340
Accuracy on evaluation data: 642 / 660
Epoch 177 training complete
Cost on training data: 0.21989228013752285
Accuracy on training data: 1303 / 1340
Accuracy on evaluation data: 642 / 660
Epoch 178 training complete
Cost on training data: 0.21853917963162992
Accuracy on training data: 1304 / 1340
Accuracy on evaluation data: 642 / 660
Epoch 179 training complete
Cost on training data: 0.21720194557362935
Accuracy on training data: 1305 / 1340
Accuracy on evaluation data: 642 / 660
Epoch 180 training complete
Cost on training data: 0.21588033104274093
Accuracy on training data: 1305 / 1340
Accuracy on evaluation data: 642 / 660
Epoch 181 training complete
Cost on training data: 0.21457427027256024
Accuracy on training data: 1305 / 1340
Accuracy on evaluation data: 642 / 660
Epoch 182 training complete
Cost on training data: 0.21328211852663706
Accuracy on training data: 1307 / 1340
Accuracy on evaluation data: 642 / 660
Epoch 183 training complete
Cost on training data: 0.21200131679909906
Accuracy on training data: 1307 / 1340
Accuracy on evaluation data: 642 / 660
Epoch 184 training complete
Cost on training data: 0.2107293474040343
Accuracy on training data: 1308 / 1340
Accuracy on evaluation data: 642 / 660
Epoch 185 training complete
Cost on training data: 0.20947493923902288
Accuracy on training data: 1309 / 1340
Accuracy on evaluation data: 643 / 660
Epoch 186 training complete
Cost on training data: 0.20823527305121414
Accuracy on training data: 1309 / 1340
Accuracy on evaluation data: 643 / 660
Epoch 187 training complete
Cost on training data: 0.2070100059806445
Accuracy on training data: 1310 / 1340
Accuracy on evaluation data: 643 / 660
Epoch 188 training complete
Cost on training data: 0.20579739617812548
Accuracy on training data: 1310 / 1340
Accuracy on evaluation data: 643 / 660
Epoch 189 training complete
Cost on training data: 0.20458892722089156
Accuracy on training data: 1311 / 1340
Accuracy on evaluation data: 643 / 660
Epoch 190 training complete
Cost on training data: 0.2033955461070449
Accuracy on training data: 1313 / 1340
Accuracy on evaluation data: 643 / 660
Epoch 191 training complete
Cost on training data: 0.20221660405804773
Accuracy on training data: 1314 / 1340
Accuracy on evaluation data: 643 / 660
Epoch 192 training complete
Cost on training data: 0.20104959176435278
Accuracy on training data: 1314 / 1340
Accuracy on evaluation data: 643 / 660
Epoch 193 training complete
Cost on training data: 0.19989399408898437
Accuracy on training data: 1315 / 1340
Accuracy on evaluation data: 643 / 660
Epoch 194 training complete
Cost on training data: 0.19874837167581288
Accuracy on training data: 1315 / 1340
Accuracy on evaluation data: 644 / 660
Epoch 195 training complete
Cost on training data: 0.19761823649250207
Accuracy on training data: 1316 / 1340
Accuracy on evaluation data: 644 / 660
Epoch 196 training complete
Cost on training data: 0.19650187024772958
Accuracy on training data: 1316 / 1340
Accuracy on evaluation data: 644 / 660
Epoch 197 training complete
Cost on training data: 0.19539485277371602
Accuracy on training data: 1316 / 1340
Accuracy on evaluation data: 645 / 660
Epoch 198 training complete
Cost on training data: 0.19429984721107907
Accuracy on training data: 1317 / 1340
Accuracy on evaluation data: 646 / 660
Epoch 199 training complete
Cost on training data: 0.193217500889374
Accuracy on training data: 1317 / 1340
Accuracy on evaluation data: 647 / 660
Epoch 200 training complete
Cost on training data: 0.19214867550870854
Accuracy on training data: 1317 / 1340
Accuracy on evaluation data: 647 / 660
Epoch 201 training complete
Cost on training data: 0.19109376803592606
Accuracy on training data: 1317 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 202 training complete
Cost on training data: 0.190053455354948
Accuracy on training data: 1317 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 203 training complete
Cost on training data: 0.18902438572976274
Accuracy on training data: 1317 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 204 training complete
Cost on training data: 0.18800606810016451
Accuracy on training data: 1318 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 205 training complete
Cost on training data: 0.1869995950155112
Accuracy on training data: 1318 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 206 training complete
Cost on training data: 0.18600374210719212
Accuracy on training data: 1318 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 207 training complete
Cost on training data: 0.1850178724349063
Accuracy on training data: 1318 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 208 training complete
Cost on training data: 0.18404376573721884
Accuracy on training data: 1318 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 209 training complete
Cost on training data: 0.1830804276040901
Accuracy on training data: 1318 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 210 training complete
Cost on training data: 0.18212655779327794
Accuracy on training data: 1319 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 211 training complete
Cost on training data: 0.18118005164326925
Accuracy on training data: 1319 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 212 training complete
Cost on training data: 0.18023950247680273
Accuracy on training data: 1319 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 213 training complete
Cost on training data: 0.17931058348491805
Accuracy on training data: 1319 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 214 training complete
Cost on training data: 0.17839225291854155
Accuracy on training data: 1320 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 215 training complete
Cost on training data: 0.1774834301886173
Accuracy on training data: 1320 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 216 training complete
Cost on training data: 0.1765839996848875
Accuracy on training data: 1320 / 1340
Accuracy on evaluation data: 649 / 660
Epoch 217 training complete
Cost on training data: 0.17569454799884135
Accuracy on training data: 1320 / 1340
Accuracy on evaluation data: 650 / 660
Epoch 218 training complete
Cost on training data: 0.17481334638826126
Accuracy on training data: 1320 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 219 training complete
Cost on training data: 0.1739397228117722
Accuracy on training data: 1320 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 220 training complete
Cost on training data: 0.17307247994433864
Accuracy on training data: 1320 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 221 training complete
Cost on training data: 0.17221361493789417
Accuracy on training data: 1320 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 222 training complete
Cost on training data: 0.1713611525781382
Accuracy on training data: 1320 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 223 training complete
Cost on training data: 0.17051751502432969
Accuracy on training data: 1321 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 224 training complete
Cost on training data: 0.16968267663650952
Accuracy on training data: 1321 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 225 training complete
Cost on training data: 0.16885630537440555
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 226 training complete
Cost on training data: 0.1680382331011843
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 227 training complete
Cost on training data: 0.167229794006868
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 228 training complete
Cost on training data: 0.1664293714368
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 229 training complete
Cost on training data: 0.16563651817332906
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 230 training complete
Cost on training data: 0.1648496277225369
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 231 training complete
Cost on training data: 0.16406507380811697
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 232 training complete
Cost on training data: 0.16328855886174864
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 233 training complete
Cost on training data: 0.1625196273689124
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 234 training complete
Cost on training data: 0.16175841927257198
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 235 training complete
Cost on training data: 0.16100538914886378
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 236 training complete
Cost on training data: 0.16026023528001385
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 237 training complete
Cost on training data: 0.15952212069074417
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 238 training complete
Cost on training data: 0.15879135590449278
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 239 training complete
Cost on training data: 0.15806783896985058
Accuracy on training data: 1322 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 240 training complete
Cost on training data: 0.1573510210802953
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 241 training complete
Cost on training data: 0.15664102912206193
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 242 training complete
Cost on training data: 0.15593808024993489
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 243 training complete
Cost on training data: 0.1552416850200375
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 244 training complete
Cost on training data: 0.1545523042576297
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 245 training complete
Cost on training data: 0.1538689446399303
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 246 training complete
Cost on training data: 0.15319212910936306
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 247 training complete
Cost on training data: 0.15252210003581615
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 248 training complete
Cost on training data: 0.15185801568624932
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 249 training complete
Cost on training data: 0.15119945007241042
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 250 training complete
Cost on training data: 0.15054654608192777
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 251 training complete
Cost on training data: 0.1498990800638526
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 252 training complete
Cost on training data: 0.1492567353241746
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 253 training complete
Cost on training data: 0.14861954846337982
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 254 training complete
Cost on training data: 0.14798855611873812
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 255 training complete
Cost on training data: 0.1473629569676924
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 256 training complete
Cost on training data: 0.1467429100076683
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 257 training complete
Cost on training data: 0.14612804209204666
Accuracy on training data: 1323 / 1340
Accuracy on evaluation data: 651 / 660
Epoch 258 training complete
Cost on training data: 0.1455180787716637
Accuracy on training data: 1324 / 1340
Accuracy on evaluation data: 652 / 660
Epoch 259 training complete
Cost on training data: 0.14491292273901488
Accuracy on training data: 1324 / 1340
Accuracy on evaluation data: 652 / 660
Epoch 260 training complete
Cost on training data: 0.14431275455483342
Accuracy on training data: 1325 / 1340
Accuracy on evaluation data: 652 / 660
Epoch 261 training complete
Cost on training data: 0.14371747877149854
Accuracy on training data: 1325 / 1340
Accuracy on evaluation data: 652 / 660
Epoch 262 training complete
Cost on training data: 0.14312750459403897
Accuracy on training data: 1325 / 1340
Accuracy on evaluation data: 652 / 660
Epoch 263 training complete
Cost on training data: 0.14254357846812343
Accuracy on training data: 1325 / 1340
Accuracy on evaluation data: 652 / 660
Epoch 264 training complete
Cost on training data: 0.14196480676499265
Accuracy on training data: 1325 / 1340
Accuracy on evaluation data: 652 / 660
Epoch 265 training complete
Cost on training data: 0.1413911346391627
Accuracy on training data: 1326 / 1340
Accuracy on evaluation data: 652 / 660
Epoch 266 training complete
Cost on training data: 0.14082208866516305
Accuracy on training data: 1326 / 1340
Accuracy on evaluation data: 652 / 660
Epoch 267 training complete
Cost on training data: 0.14025757152972743
Accuracy on training data: 1326 / 1340
Accuracy on evaluation data: 653 / 660
Epoch 268 training complete
Cost on training data: 0.13969753960153142
Accuracy on training data: 1326 / 1340
Accuracy on evaluation data: 653 / 660
Epoch 269 training complete
Cost on training data: 0.13914205459517942
Accuracy on training data: 1326 / 1340
Accuracy on evaluation data: 653 / 660
Epoch 270 training complete
Cost on training data: 0.13859220519304072
Accuracy on training data: 1326 / 1340
Accuracy on evaluation data: 653 / 660
Epoch 271 training complete
Cost on training data: 0.13804640086261802
Accuracy on training data: 1326 / 1340
Accuracy on evaluation data: 653 / 660
Epoch 272 training complete
Cost on training data: 0.1375017560374725
Accuracy on training data: 1326 / 1340
Accuracy on evaluation data: 654 / 660
Epoch 273 training complete
Cost on training data: 0.136961522587845
Accuracy on training data: 1326 / 1340
Accuracy on evaluation data: 654 / 660
Epoch 274 training complete
Cost on training data: 0.1364256316237986
Accuracy on training data: 1326 / 1340
Accuracy on evaluation data: 654 / 660
Epoch 275 training complete
Cost on training data: 0.13589220651176168
Accuracy on training data: 1327 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 276 training complete
Cost on training data: 0.1353581679440831
Accuracy on training data: 1327 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 277 training complete
Cost on training data: 0.1348286693917584
Accuracy on training data: 1327 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 278 training complete
Cost on training data: 0.13430349837259395
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 279 training complete
Cost on training data: 0.13378211953077654
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 280 training complete
Cost on training data: 0.13326504244669696
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 281 training complete
Cost on training data: 0.1327521109567845
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 282 training complete
Cost on training data: 0.13224323516397057
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 283 training complete
Cost on training data: 0.13173845252002075
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 284 training complete
Cost on training data: 0.1312376966294429
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 285 training complete
Cost on training data: 0.13074090376629294
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 286 training complete
Cost on training data: 0.13024801269487452
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 287 training complete
Cost on training data: 0.12975896450462013
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 288 training complete
Cost on training data: 0.12927378156236638
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 289 training complete
Cost on training data: 0.12879262648324247
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 290 training complete
Cost on training data: 0.12831513282630028
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 291 training complete
Cost on training data: 0.12784125079646327
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 292 training complete
Cost on training data: 0.1273709322072455
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 293 training complete
Cost on training data: 0.1269041303756188
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 294 training complete
Cost on training data: 0.12644080002670266
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 295 training complete
Cost on training data: 0.1259808972070601
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 296 training complete
Cost on training data: 0.1255243587705907
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 297 training complete
Cost on training data: 0.12507108324684765
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 298 training complete
Cost on training data: 0.12462111504989598
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 299 training complete
Cost on training data: 0.12417441446229978
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 300 training complete
Cost on training data: 0.12373094278115103
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 301 training complete
Cost on training data: 0.12329071895569624
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 302 training complete
Cost on training data: 0.12285371196668116
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 303 training complete
Cost on training data: 0.12241983155636046
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 304 training complete
Cost on training data: 0.12198904120912932
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 305 training complete
Cost on training data: 0.12156127155429007
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 306 training complete
Cost on training data: 0.12113641018419326
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 307 training complete
Cost on training data: 0.1207145343817038
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 308 training complete
Cost on training data: 0.12029561114238548
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 309 training complete
Cost on training data: 0.11987960828876329
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 310 training complete
Cost on training data: 0.11946649440709259
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 311 training complete
Cost on training data: 0.1190562387924937
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 312 training complete
Cost on training data: 0.1186488114011454
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 313 training complete
Cost on training data: 0.11824418280840893
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 314 training complete
Cost on training data: 0.11784236594413897
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 315 training complete
Cost on training data: 0.11744333928397545
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 316 training complete
Cost on training data: 0.11704703740797469
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 317 training complete
Cost on training data: 0.1166534313502136
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 318 training complete
Cost on training data: 0.116262492895479
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 319 training complete
Cost on training data: 0.1158743602076446
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 320 training complete
Cost on training data: 0.11548907303563505
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 321 training complete
Cost on training data: 0.11510637518807545
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 322 training complete
Cost on training data: 0.11472623982735675
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 323 training complete
Cost on training data: 0.11434878105565052
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 324 training complete
Cost on training data: 0.11397404866146277
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 654 / 660
Epoch 325 training complete
Cost on training data: 0.11360180604563491
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 654 / 660
Epoch 326 training complete
Cost on training data: 0.11323202754716649
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 654 / 660
Epoch 327 training complete
Cost on training data: 0.11286468813828766
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 654 / 660
Epoch 328 training complete
Cost on training data: 0.11249976336752039
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 654 / 660
Epoch 329 training complete
Cost on training data: 0.11213722931141458
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 654 / 660
Epoch 330 training complete
Cost on training data: 0.11177706253342792
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 654 / 660
Epoch 331 training complete
Cost on training data: 0.11141924004877682
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 654 / 660
Epoch 332 training complete
Cost on training data: 0.1110637392942267
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 333 training complete
Cost on training data: 0.11071053810203384
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 334 training complete
Cost on training data: 0.11035961467729809
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 335 training complete
Cost on training data: 0.11001094757825475
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 336 training complete
Cost on training data: 0.1096645156989461
Accuracy on training data: 1328 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 337 training complete
Cost on training data: 0.10932029825395694
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 338 training complete
Cost on training data: 0.10897827476488922
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 339 training complete
Cost on training data: 0.10863842504825845
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 340 training complete
Cost on training data: 0.10830068624994706
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 341 training complete
Cost on training data: 0.10796438386765009
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 342 training complete
Cost on training data: 0.10763021062325961
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 343 training complete
Cost on training data: 0.10729815683859442
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 344 training complete
Cost on training data: 0.10696861111648907
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 345 training complete
Cost on training data: 0.10664113395970687
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 346 training complete
Cost on training data: 0.10631570651007019
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 347 training complete
Cost on training data: 0.10599231017638383
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 348 training complete
Cost on training data: 0.10567092662491975
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 349 training complete
Cost on training data: 0.10535156320239449
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 350 training complete
Cost on training data: 0.10503426047364711
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 351 training complete
Cost on training data: 0.1047189226970717
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 352 training complete
Cost on training data: 0.10440565219495176
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 353 training complete
Cost on training data: 0.10409450077993655
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 354 training complete
Cost on training data: 0.10378529354616152
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 355 training complete
Cost on training data: 0.10347831953645979
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 356 training complete
Cost on training data: 0.1031735283197913
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 357 training complete
Cost on training data: 0.10287057661999795
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 358 training complete
Cost on training data: 0.10256938768323733
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 359 training complete
Cost on training data: 0.10227003151215817
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 655 / 660
Epoch 360 training complete
Cost on training data: 0.1019725317061796
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 361 training complete
Cost on training data: 0.10167688051009655
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 362 training complete
Cost on training data: 0.10138309145379712
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 363 training complete
Cost on training data: 0.1010907714793755
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 364 training complete
Cost on training data: 0.10080022304878686
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 365 training complete
Cost on training data: 0.10051142208116388
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 366 training complete
Cost on training data: 0.1002242068752648
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 367 training complete
Cost on training data: 0.099938710779215
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 368 training complete
Cost on training data: 0.0996549167662662
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 369 training complete
Cost on training data: 0.09937280833747716
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 370 training complete
Cost on training data: 0.09909236946147956
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 371 training complete
Cost on training data: 0.09881358452410781
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 372 training complete
Cost on training data: 0.09853643828619026
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 373 training complete
Cost on training data: 0.09826091584804936
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 374 training complete
Cost on training data: 0.09798714972109422
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 375 training complete
Cost on training data: 0.09771520465824023
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 376 training complete
Cost on training data: 0.09744488320790232
Accuracy on training data: 1329 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 377 training complete
Cost on training data: 0.09717618328067697
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 378 training complete
Cost on training data: 0.09690903962504982
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 379 training complete
Cost on training data: 0.09664343745854392
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 380 training complete
Cost on training data: 0.09637936245462916
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 381 training complete
Cost on training data: 0.09611682753635306
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 382 training complete
Cost on training data: 0.09585585659709693
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 383 training complete
Cost on training data: 0.09559637963568908
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 384 training complete
Cost on training data: 0.09533838225349656
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 385 training complete
Cost on training data: 0.09508185057786533
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 386 training complete
Cost on training data: 0.09482677119134601
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 387 training complete
Cost on training data: 0.09457313107319351
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 388 training complete
Cost on training data: 0.09432091755090419
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 389 training complete
Cost on training data: 0.0940701182600297
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 390 training complete
Cost on training data: 0.09382072111077762
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 391 training complete
Cost on training data: 0.093572714260215
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 392 training complete
Cost on training data: 0.09332618887652697
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 393 training complete
Cost on training data: 0.09308120644543924
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 394 training complete
Cost on training data: 0.09283756604306106
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 395 training complete
Cost on training data: 0.09259513986166466
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 396 training complete
Cost on training data: 0.09235400619329534
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 397 training complete
Cost on training data: 0.09211405072483225
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 398 training complete
Cost on training data: 0.09187542394168303
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 399 training complete
Cost on training data: 0.09163815681705383
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 400 training complete
Cost on training data: 0.09140227481046899
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 401 training complete
Cost on training data: 0.09116793639455906
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 402 training complete
Cost on training data: 0.0909348865551538
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 403 training complete
Cost on training data: 0.09070311201573568
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 404 training complete
Cost on training data: 0.09047260016392623
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 405 training complete
Cost on training data: 0.09024333772982145
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 406 training complete
Cost on training data: 0.09001503863552295
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 407 training complete
Cost on training data: 0.08978799857774117
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 408 training complete
Cost on training data: 0.08956220241099504
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 409 training complete
Cost on training data: 0.08933763599329947
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 410 training complete
Cost on training data: 0.08911428603524822
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 411 training complete
Cost on training data: 0.08889213997463308
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 412 training complete
Cost on training data: 0.08867118587215271
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 413 training complete
Cost on training data: 0.08845141232450646
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 414 training complete
Cost on training data: 0.08823282590745402
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 415 training complete
Cost on training data: 0.08801565467802033
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 416 training complete
Cost on training data: 0.08779963451414032
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 417 training complete
Cost on training data: 0.0875847546716151
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 418 training complete
Cost on training data: 0.08737100482067275
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 419 training complete
Cost on training data: 0.08715837499296648
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 420 training complete
Cost on training data: 0.08694685553708835
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 421 training complete
Cost on training data: 0.08673643708120814
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 422 training complete
Cost on training data: 0.08652711050158392
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 423 training complete
Cost on training data: 0.08631891198945353
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 424 training complete
Cost on training data: 0.08611181901688691
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 425 training complete
Cost on training data: 0.08590579737902429
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 426 training complete
Cost on training data: 0.0857008268208815
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 427 training complete
Cost on training data: 0.08549690953519497
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 428 training complete
Cost on training data: 0.08529399067792992
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 429 training complete
Cost on training data: 0.08509198034541421
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 430 training complete
Cost on training data: 0.08489099993700759
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 431 training complete
Cost on training data: 0.08469104152723334
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 432 training complete
Cost on training data: 0.08449209732314861
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 433 training complete
Cost on training data: 0.0842941596536995
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 434 training complete
Cost on training data: 0.08409722096072869
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 435 training complete
Cost on training data: 0.08390127379135036
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 436 training complete
Cost on training data: 0.08370631079144868
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 437 training complete
Cost on training data: 0.08351232470013976
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 438 training complete
Cost on training data: 0.08331930834500888
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 439 training complete
Cost on training data: 0.08312725463800831
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 440 training complete
Cost on training data: 0.08293619233382012
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 441 training complete
Cost on training data: 0.08274627839813843
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 442 training complete
Cost on training data: 0.08255730526301615
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 443 training complete
Cost on training data: 0.08236926591246846
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 444 training complete
Cost on training data: 0.08218215344069116
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 445 training complete
Cost on training data: 0.08199596104386987
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 446 training complete
Cost on training data: 0.08181080181683224
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 447 training complete
Cost on training data: 0.08162669268413136
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 448 training complete
Cost on training data: 0.08144348285882949
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 449 training complete
Cost on training data: 0.08126121776987813
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 450 training complete
Cost on training data: 0.0810800092227927
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 451 training complete
Cost on training data: 0.08089968097124974
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 452 training complete
Cost on training data: 0.08072022609283767
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 453 training complete
Cost on training data: 0.08054163784109371
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 454 training complete
Cost on training data: 0.08036390962647343
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 455 training complete
Cost on training data: 0.08018703500028368
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 456 training complete
Cost on training data: 0.08001100764109798
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 457 training complete
Cost on training data: 0.07983582134324138
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 458 training complete
Cost on training data: 0.07966147000699701
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 459 training complete
Cost on training data: 0.07948794763025019
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 460 training complete
Cost on training data: 0.07931524830135361
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 461 training complete
Cost on training data: 0.07914336619299522
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 462 training complete
Cost on training data: 0.078972295556923
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 463 training complete
Cost on training data: 0.07880205965371735
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 464 training complete
Cost on training data: 0.07863273763295492
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 465 training complete
Cost on training data: 0.07846428302963368
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 466 training complete
Cost on training data: 0.0782966228850426
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 467 training complete
Cost on training data: 0.07812975075265409
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 468 training complete
Cost on training data: 0.07796366041117814
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 469 training complete
Cost on training data: 0.07779792892438751
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 470 training complete
Cost on training data: 0.0776317119701365
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 471 training complete
Cost on training data: 0.07746632364750103
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 472 training complete
Cost on training data: 0.0773017498736518
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 473 training complete
Cost on training data: 0.07713797794587075
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 474 training complete
Cost on training data: 0.07697499632645202
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 475 training complete
Cost on training data: 0.07681279446381262
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 476 training complete
Cost on training data: 0.07665136264350578
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 477 training complete
Cost on training data: 0.07649069186397536
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 478 training complete
Cost on training data: 0.07633077373278742
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 479 training complete
Cost on training data: 0.0761716102856087
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 480 training complete
Cost on training data: 0.07601335308808337
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 481 training complete
Cost on training data: 0.07585582613315914
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 482 training complete
Cost on training data: 0.0756990223499632
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 483 training complete
Cost on training data: 0.07554293504100319
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 484 training complete
Cost on training data: 0.07538755783063139
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 485 training complete
Cost on training data: 0.07523288462187895
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 486 training complete
Cost on training data: 0.07507897429754033
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 487 training complete
Cost on training data: 0.0749258694734004
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 488 training complete
Cost on training data: 0.07477345171163753
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 489 training complete
Cost on training data: 0.07462171539602645
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 490 training complete
Cost on training data: 0.07447065511959036
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 491 training complete
Cost on training data: 0.07432027129977463
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 492 training complete
Cost on training data: 0.07417067348679109
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 493 training complete
Cost on training data: 0.07402173819555313
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 494 training complete
Cost on training data: 0.07387346024335001
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 495 training complete
Cost on training data: 0.07372583462003364
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 496 training complete
Cost on training data: 0.07357885646662903
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 497 training complete
Cost on training data: 0.07343252105738823
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 498 training complete
Cost on training data: 0.07328682378469853
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 499 training complete
Cost on training data: 0.07314176014636703
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 500 training complete
Cost on training data: 0.0729973257349007
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 501 training complete
Cost on training data: 0.07285351622842054
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 502 training complete
Cost on training data: 0.07271032738295397
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 503 training complete
Cost on training data: 0.07256775502588646
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 504 training complete
Cost on training data: 0.07242579505036123
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 505 training complete
Cost on training data: 0.07228444341048587
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 506 training complete
Cost on training data: 0.07214369611721586
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 507 training complete
Cost on training data: 0.0720035492348
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 508 training complete
Cost on training data: 0.071863998877703
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 509 training complete
Cost on training data: 0.07172504120792277
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 510 training complete
Cost on training data: 0.07158667243265442
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 511 training complete
Cost on training data: 0.0714488888022348
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 512 training complete
Cost on training data: 0.07131168660832486
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 513 training complete
Cost on training data: 0.07117506218230592
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 514 training complete
Cost on training data: 0.07103901189384247
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 515 training complete
Cost on training data: 0.07090353214960354
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 516 training complete
Cost on training data: 0.07076864153041144
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 517 training complete
Cost on training data: 0.07063434416520162
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 518 training complete
Cost on training data: 0.07050060935695625
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 519 training complete
Cost on training data: 0.07036743323675701
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 520 training complete
Cost on training data: 0.07023481203181059
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 521 training complete
Cost on training data: 0.07010274205430277
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 522 training complete
Cost on training data: 0.0699712196920379
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 523 training complete
Cost on training data: 0.06984024140058352
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 524 training complete
Cost on training data: 0.06970983931391249
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 525 training complete
Cost on training data: 0.06958004160517431
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 526 training complete
Cost on training data: 0.06945080373697358
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 527 training complete
Cost on training data: 0.06932211989857576
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 528 training complete
Cost on training data: 0.06919398675369202
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 529 training complete
Cost on training data: 0.06906645249602361
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 530 training complete
Cost on training data: 0.06893945007151013
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 531 training complete
Cost on training data: 0.06881297419802213
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 532 training complete
Cost on training data: 0.06868701997646577
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 533 training complete
Cost on training data: 0.06856158283093307
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 534 training complete
Cost on training data: 0.06843665845889438
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 535 training complete
Cost on training data: 0.06831224278971701
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 536 training complete
Cost on training data: 0.06818833195009334
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 537 training complete
Cost on training data: 0.06806492223523072
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 538 training complete
Cost on training data: 0.06794201008480001
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 539 training complete
Cost on training data: 0.06781959206286643
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 540 training complete
Cost on training data: 0.06769766484110479
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 541 training complete
Cost on training data: 0.06757622518478282
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 542 training complete
Cost on training data: 0.06745526994101102
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 543 training complete
Cost on training data: 0.06733479602889682
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 544 training complete
Cost on training data: 0.06721480043129756
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 545 training complete
Cost on training data: 0.06709527813867751
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 546 training complete
Cost on training data: 0.06697621869240515
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 547 training complete
Cost on training data: 0.06685762903154523
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 548 training complete
Cost on training data: 0.06673950631914984
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 549 training complete
Cost on training data: 0.06662188248391561
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 550 training complete
Cost on training data: 0.06650474918599066
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 551 training complete
Cost on training data: 0.06638807714410237
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 552 training complete
Cost on training data: 0.06627186323121075
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 553 training complete
Cost on training data: 0.06615614796216641
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 554 training complete
Cost on training data: 0.06604091868015516
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 555 training complete
Cost on training data: 0.0659261410967226
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 556 training complete
Cost on training data: 0.06581181187588835
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 557 training complete
Cost on training data: 0.0656979278318591
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 558 training complete
Cost on training data: 0.06558448590705743
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 559 training complete
Cost on training data: 0.06547153080127015
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 560 training complete
Cost on training data: 0.06535906147191319
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 561 training complete
Cost on training data: 0.06524702668552787
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 562 training complete
Cost on training data: 0.06513542347158419
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 563 training complete
Cost on training data: 0.06502424896629819
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 564 training complete
Cost on training data: 0.06491350039782626
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 565 training complete
Cost on training data: 0.06480317507389348
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 566 training complete
Cost on training data: 0.06469327037146633
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 567 training complete
Cost on training data: 0.06458378372811355
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 568 training complete
Cost on training data: 0.06447471263476323
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 569 training complete
Cost on training data: 0.06436605462965561
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 570 training complete
Cost on training data: 0.06425780729325321
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 571 training complete
Cost on training data: 0.0641499682439725
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 572 training complete
Cost on training data: 0.06404253513460222
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 573 training complete
Cost on training data: 0.06393550564927285
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 574 training complete
Cost on training data: 0.06382887750091154
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 575 training complete
Cost on training data: 0.06372264842908108
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 576 training complete
Cost on training data: 0.06361681619815872
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 577 training complete
Cost on training data: 0.0635113785957822
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 578 training complete
Cost on training data: 0.06340633343152448
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 579 training complete
Cost on training data: 0.06330167853576754
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 580 training complete
Cost on training data: 0.06319741175873309
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 581 training complete
Cost on training data: 0.0630935309696461
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 582 training complete
Cost on training data: 0.06299003405601473
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 583 training complete
Cost on training data: 0.06288691892300619
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 584 training complete
Cost on training data: 0.06278418349289307
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 585 training complete
Cost on training data: 0.06268182570457796
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 586 training complete
Cost on training data: 0.06257984351316483
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 587 training complete
Cost on training data: 0.062478234889587515
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 588 training complete
Cost on training data: 0.06237699782026689
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 589 training complete
Cost on training data: 0.06227616772188512
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 590 training complete
Cost on training data: 0.06217573884842242
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 591 training complete
Cost on training data: 0.062075677109070006
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 592 training complete
Cost on training data: 0.061975980258881694
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 593 training complete
Cost on training data: 0.06187664611249707
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 594 training complete
Cost on training data: 0.061777672536713076
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 595 training complete
Cost on training data: 0.061679057444222835
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 596 training complete
Cost on training data: 0.0615807987883701
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 597 training complete
Cost on training data: 0.06148289455870878
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 598 training complete
Cost on training data: 0.06138534277728324
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 599 training complete
Cost on training data: 0.06128816439566874
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 600 training complete
Cost on training data: 0.061191380570519226
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 601 training complete
Cost on training data: 0.061094948422600534
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 602 training complete
Cost on training data: 0.06099886521436597
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 603 training complete
Cost on training data: 0.06090312836832445
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 604 training complete
Cost on training data: 0.06080769113383045
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 605 training complete
Cost on training data: 0.06071244137732415
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 606 training complete
Cost on training data: 0.06061753752460583
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 607 training complete
Cost on training data: 0.0605229768180749
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 608 training complete
Cost on training data: 0.060428786707076486
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 609 training complete
Cost on training data: 0.06033498968418869
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 610 training complete
Cost on training data: 0.06024152924492784
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 611 training complete
Cost on training data: 0.060148402888583474
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 612 training complete
Cost on training data: 0.06005560823948594
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 613 training complete
Cost on training data: 0.05996314302927729
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 614 training complete
Cost on training data: 0.059871024281213756
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 615 training complete
Cost on training data: 0.059779274480283646
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 616 training complete
Cost on training data: 0.0596878492048412
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 617 training complete
Cost on training data: 0.05959674624844813
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 618 training complete
Cost on training data: 0.059505963492800164
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 619 training complete
Cost on training data: 0.059415498895952115
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 620 training complete
Cost on training data: 0.05932535048242263
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 621 training complete
Cost on training data: 0.05923552216582847
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 622 training complete
Cost on training data: 0.05914606925915113
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 623 training complete
Cost on training data: 0.059056928427628705
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 624 training complete
Cost on training data: 0.0589680976475718
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 625 training complete
Cost on training data: 0.058879574964391466
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 626 training complete
Cost on training data: 0.0587913584840212
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 627 training complete
Cost on training data: 0.058703446365661896
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 628 training complete
Cost on training data: 0.05861583681563111
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 629 training complete
Cost on training data: 0.058528528082142005
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 630 training complete
Cost on training data: 0.05844151845086712
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 631 training complete
Cost on training data: 0.05835480624115131
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 632 training complete
Cost on training data: 0.05826840073825705
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 633 training complete
Cost on training data: 0.058182311274095906
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 634 training complete
Cost on training data: 0.05809651651729706
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 635 training complete
Cost on training data: 0.05801101459934787
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 636 training complete
Cost on training data: 0.057925803714640345
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 637 training complete
Cost on training data: 0.057840882112743505
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 638 training complete
Cost on training data: 0.05775624809186831
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 639 training complete
Cost on training data: 0.057671899993282635
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 640 training complete
Cost on training data: 0.057587836196571915
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 641 training complete
Cost on training data: 0.05750405511559533
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 642 training complete
Cost on training data: 0.057420555195029255
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 643 training complete
Cost on training data: 0.05733736566845408
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 644 training complete
Cost on training data: 0.057254496254056465
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 645 training complete
Cost on training data: 0.05717190435139326
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 646 training complete
Cost on training data: 0.057089588345154485
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 647 training complete
Cost on training data: 0.057007546660995
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 648 training complete
Cost on training data: 0.056925777760986174
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 649 training complete
Cost on training data: 0.05684428013975069
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 650 training complete
Cost on training data: 0.05676305232116115
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 651 training complete
Cost on training data: 0.05668209285552362
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 652 training complete
Cost on training data: 0.05660140031715432
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 653 training complete
Cost on training data: 0.0565209733023191
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 654 training complete
Cost on training data: 0.05644081042743161
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 655 training complete
Cost on training data: 0.056360910327534194
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 656 training complete
Cost on training data: 0.05628129333750174
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 657 training complete
Cost on training data: 0.05620197508705379
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 658 training complete
Cost on training data: 0.056122916602761024
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 659 training complete
Cost on training data: 0.056044116434850175
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 660 training complete
Cost on training data: 0.05596557316525365
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 661 training complete
Cost on training data: 0.05588728540444325
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 662 training complete
Cost on training data: 0.0558092749740297
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 663 training complete
Cost on training data: 0.055731535676587875
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 664 training complete
Cost on training data: 0.05565404970506026
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 665 training complete
Cost on training data: 0.055576815508583934
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 666 training complete
Cost on training data: 0.05549983158938088
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 667 training complete
Cost on training data: 0.055423096496252176
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 668 training complete
Cost on training data: 0.05534660881902536
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 669 training complete
Cost on training data: 0.05527036718385641
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 670 training complete
Cost on training data: 0.05519437024919469
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 671 training complete
Cost on training data: 0.05511861670235082
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 672 training complete
Cost on training data: 0.05504310525655748
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 673 training complete
Cost on training data: 0.05496783464844738
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 674 training complete
Cost on training data: 0.05489277208674564
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 675 training complete
Cost on training data: 0.05481782085603673
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 676 training complete
Cost on training data: 0.05474310853486335
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 677 training complete
Cost on training data: 0.054668633714864794
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 678 training complete
Cost on training data: 0.05459439503513693
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 679 training complete
Cost on training data: 0.05452039117635678
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 680 training complete
Cost on training data: 0.054446620855771594
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 681 training complete
Cost on training data: 0.05437309770192965
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 682 training complete
Cost on training data: 0.054299853238547954
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 683 training complete
Cost on training data: 0.054226876875322384
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 684 training complete
Cost on training data: 0.05415414625138674
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 685 training complete
Cost on training data: 0.054081647942773724
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 686 training complete
Cost on training data: 0.05400938015296648
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 687 training complete
Cost on training data: 0.05393734119198566
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 688 training complete
Cost on training data: 0.05386552946183721
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 689 training complete
Cost on training data: 0.053793943444170295
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 690 training complete
Cost on training data: 0.05372258168980435
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 691 training complete
Cost on training data: 0.05365144280981311
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 656 / 660
Epoch 692 training complete
Cost on training data: 0.053580525467950495
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 693 training complete
Cost on training data: 0.05350982837418818
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 694 training complete
Cost on training data: 0.053439350279211595
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 695 training complete
Cost on training data: 0.053369089969702806
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 696 training complete
Cost on training data: 0.053299046264321887
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 697 training complete
Cost on training data: 0.05322921801024232
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 698 training complete
Cost on training data: 0.0531596040801971
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 699 training complete
Cost on training data: 0.05309020336992532
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 700 training complete
Cost on training data: 0.05302101479597314
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 701 training complete
Cost on training data: 0.05295203729379515
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 702 training complete
Cost on training data: 0.05288326981612176
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 703 training complete
Cost on training data: 0.052814711331522365
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 704 training complete
Cost on training data: 0.05274636082317782
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 705 training complete
Cost on training data: 0.05267821728779625
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 706 training complete
Cost on training data: 0.052610279734672416
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 707 training complete
Cost on training data: 0.05254254718486005
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 708 training complete
Cost on training data: 0.05247501867045007
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 709 training complete
Cost on training data: 0.052407693233923885
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 710 training complete
Cost on training data: 0.05234056992759796
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 711 training complete
Cost on training data: 0.05227364781311421
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 712 training complete
Cost on training data: 0.05220692596100166
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 713 training complete
Cost on training data: 0.052140403450273015
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 714 training complete
Cost on training data: 0.05207407936807205
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 715 training complete
Cost on training data: 0.052007952809355724
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 716 training complete
Cost on training data: 0.051942022876605966
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 717 training complete
Cost on training data: 0.05187628867956678
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 718 training complete
Cost on training data: 0.05181074933501239
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 719 training complete
Cost on training data: 0.05174540396653211
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 720 training complete
Cost on training data: 0.0516802517043316
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 721 training complete
Cost on training data: 0.05161529168505812
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 722 training complete
Cost on training data: 0.05155052305163487
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 723 training complete
Cost on training data: 0.05148594495310812
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 724 training complete
Cost on training data: 0.05142155654450708
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 725 training complete
Cost on training data: 0.051357356986718304
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 726 training complete
Cost on training data: 0.05129334544635886
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 727 training complete
Cost on training data: 0.05122952109566887
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 728 training complete
Cost on training data: 0.05116588311240387
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 729 training complete
Cost on training data: 0.05110243067973726
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 730 training complete
Cost on training data: 0.05103916298616792
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 731 training complete
Cost on training data: 0.050976079225433624
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 732 training complete
Cost on training data: 0.05091317859642802
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 733 training complete
Cost on training data: 0.050850483361877974
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 734 training complete
Cost on training data: 0.05078798851912708
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 735 training complete
Cost on training data: 0.05072567529857645
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 736 training complete
Cost on training data: 0.05066354279374486
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 737 training complete
Cost on training data: 0.05060159011902348
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 738 training complete
Cost on training data: 0.05053981640741946
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 739 training complete
Cost on training data: 0.0504782303719688
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 740 training complete
Cost on training data: 0.050416860026851744
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 741 training complete
Cost on training data: 0.05035566702779823
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 742 training complete
Cost on training data: 0.0502946503683808
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 743 training complete
Cost on training data: 0.05023380908609657
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 744 training complete
Cost on training data: 0.050173142256156045
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 745 training complete
Cost on training data: 0.05011264898623281
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 746 training complete
Cost on training data: 0.050052328412042615
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 747 training complete
Cost on training data: 0.04999218919037113
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 748 training complete
Cost on training data: 0.04993226662171213
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 749 training complete
Cost on training data: 0.04987251494673539
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 750 training complete
Cost on training data: 0.049812933245452606
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 751 training complete
Cost on training data: 0.049753520632287766
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 752 training complete
Cost on training data: 0.049694276251417306
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 753 training complete
Cost on training data: 0.049635199272838
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 754 training complete
Cost on training data: 0.04957628888903277
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 755 training complete
Cost on training data: 0.04951754431214961
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 756 training complete
Cost on training data: 0.0494589647716037
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 757 training complete
Cost on training data: 0.04940054951205033
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 758 training complete
Cost on training data: 0.049342297791656366
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 759 training complete
Cost on training data: 0.04928420888064383
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 760 training complete
Cost on training data: 0.049226282060037055
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 761 training complete
Cost on training data: 0.04916851662060236
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 762 training complete
Cost on training data: 0.04911091186195129
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 763 training complete
Cost on training data: 0.04905346709176011
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 764 training complete
Cost on training data: 0.048996181625121434
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 765 training complete
Cost on training data: 0.04893905478396976
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 766 training complete
Cost on training data: 0.048882085896606524
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 767 training complete
Cost on training data: 0.04882527429728274
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 768 training complete
Cost on training data: 0.048768619325838015
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 769 training complete
Cost on training data: 0.04871212032740087
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 770 training complete
Cost on training data: 0.04865577665211284
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 771 training complete
Cost on training data: 0.04859960686855848
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 772 training complete
Cost on training data: 0.04854360656560755
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 773 training complete
Cost on training data: 0.048487760116018346
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 774 training complete
Cost on training data: 0.048432066821640814
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 775 training complete
Cost on training data: 0.048376525996291386
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 776 training complete
Cost on training data: 0.04832113696461206
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 777 training complete
Cost on training data: 0.04826589906108238
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 778 training complete
Cost on training data: 0.04821081162917835
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 779 training complete
Cost on training data: 0.04815587402063071
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 780 training complete
Cost on training data: 0.04810108559478958
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 781 training complete
Cost on training data: 0.04804644571807472
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 782 training complete
Cost on training data: 0.04799195376348704
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 783 training complete
Cost on training data: 0.047937609110196636
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 784 training complete
Cost on training data: 0.047883411143164537
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 785 training complete
Cost on training data: 0.04782935925283074
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 786 training complete
Cost on training data: 0.047775452834822214
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 787 training complete
Cost on training data: 0.04772169128970704
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 788 training complete
Cost on training data: 0.047668074022771116
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 789 training complete
Cost on training data: 0.047614600443825914
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 790 training complete
Cost on training data: 0.04756126996702656
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 791 training complete
Cost on training data: 0.047508082010722624
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 792 training complete
Cost on training data: 0.04745503599731695
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 793 training complete
Cost on training data: 0.047402131353137464
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 794 training complete
Cost on training data: 0.04734936750832634
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 795 training complete
Cost on training data: 0.04729674389673873
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 796 training complete
Cost on training data: 0.04724425995584498
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 797 training complete
Cost on training data: 0.04719191512665293
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 798 training complete
Cost on training data: 0.04713970885362362
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 799 training complete
Cost on training data: 0.04708764058460735
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 800 training complete
Cost on training data: 0.047035711301090605
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 801 training complete
Cost on training data: 0.04698394038474313
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 802 training complete
Cost on training data: 0.04693230646112983
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 803 training complete
Cost on training data: 0.04688080888266956
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 804 training complete
Cost on training data: 0.04682944702114426
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 805 training complete
Cost on training data: 0.04677822026519142
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 806 training complete
Cost on training data: 0.046727128018174774
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 807 training complete
Cost on training data: 0.04667616969636993
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 808 training complete
Cost on training data: 0.04662534472743435
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 809 training complete
Cost on training data: 0.046574652549093
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 810 training complete
Cost on training data: 0.04652409260803491
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 811 training complete
Cost on training data: 0.046473664358959284
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 812 training complete
Cost on training data: 0.04642336726377513
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 813 training complete
Cost on training data: 0.04637320079091133
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 814 training complete
Cost on training data: 0.046323164414730264
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 815 training complete
Cost on training data: 0.046273270346459845
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 816 training complete
Cost on training data: 0.04622352187983481
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 817 training complete
Cost on training data: 0.04617390304060567
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 818 training complete
Cost on training data: 0.046124413152124136
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 819 training complete
Cost on training data: 0.046075051566413325
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 820 training complete
Cost on training data: 0.04602581766029503
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 821 training complete
Cost on training data: 0.045976710832093995
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 822 training complete
Cost on training data: 0.04592773049882732
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 823 training complete
Cost on training data: 0.0458788760938272
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 824 training complete
Cost on training data: 0.0458301470647027
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 825 training complete
Cost on training data: 0.045781542871608565
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 826 training complete
Cost on training data: 0.045733062985767646
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 827 training complete
Cost on training data: 0.04568470688821066
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 828 training complete
Cost on training data: 0.04563647406870106
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 829 training complete
Cost on training data: 0.045588364024812006
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 830 training complete
Cost on training data: 0.04554037626114145
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 831 training complete
Cost on training data: 0.04549251028863918
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 832 training complete
Cost on training data: 0.04544476562402526
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 833 training complete
Cost on training data: 0.045397141789297754
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 834 training complete
Cost on training data: 0.04534963831130738
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 835 training complete
Cost on training data: 0.04530225472138599
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 836 training complete
Cost on training data: 0.045254990555036935
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 837 training complete
Cost on training data: 0.045207845351658435
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 838 training complete
Cost on training data: 0.04516081865430806
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 839 training complete
Cost on training data: 0.04511391000950325
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 840 training complete
Cost on training data: 0.04506711896703414
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 841 training complete
Cost on training data: 0.045020445079821905
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 842 training complete
Cost on training data: 0.04497388790377225
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 843 training complete
Cost on training data: 0.044927446997667826
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 844 training complete
Cost on training data: 0.04488112192305679
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 845 training complete
Cost on training data: 0.04483491224416636
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 846 training complete
Cost on training data: 0.044788817527822426
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 847 training complete
Cost on training data: 0.04474283734337746
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 848 training complete
Cost on training data: 0.04469697126264568
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 849 training complete
Cost on training data: 0.04465121885985154
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 850 training complete
Cost on training data: 0.0446055797115724
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 851 training complete
Cost on training data: 0.04456005339669791
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 852 training complete
Cost on training data: 0.04451463949638648
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 853 training complete
Cost on training data: 0.044469337594030434
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 854 training complete
Cost on training data: 0.04442414727521696
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 855 training complete
Cost on training data: 0.04437906812770159
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 856 training complete
Cost on training data: 0.04433409974137402
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 857 training complete
Cost on training data: 0.044289262603213884
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 858 training complete
Cost on training data: 0.04424455386089634
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 859 training complete
Cost on training data: 0.044199955087808204
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 860 training complete
Cost on training data: 0.04415546580863647
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 861 training complete
Cost on training data: 0.04411108555975398
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 862 training complete
Cost on training data: 0.0440668138878855
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 863 training complete
Cost on training data: 0.04402265034895076
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 864 training complete
Cost on training data: 0.043978594507076176
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 865 training complete
Cost on training data: 0.043934645933738484
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 866 training complete
Cost on training data: 0.04389080420702981
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 867 training complete
Cost on training data: 0.04384706891101692
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 868 training complete
Cost on training data: 0.04380343963519236
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 869 training complete
Cost on training data: 0.043759915973999954
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 870 training complete
Cost on training data: 0.04371649752641808
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 871 training complete
Cost on training data: 0.04367318389560265
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 872 training complete
Cost on training data: 0.04362997468857805
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 657 / 660
Epoch 873 training complete
Cost on training data: 0.043586869515960136
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 874 training complete
Cost on training data: 0.043543867991729
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 875 training complete
Cost on training data: 0.04350096973301133
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 876 training complete
Cost on training data: 0.04345817435991018
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 877 training complete
Cost on training data: 0.04341548149534112
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 878 training complete
Cost on training data: 0.04337289076489629
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 879 training complete
Cost on training data: 0.043330401796719036
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 880 training complete
Cost on training data: 0.04328801422139877
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 881 training complete
Cost on training data: 0.043245727671877295
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 882 training complete
Cost on training data: 0.04320354178335978
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 883 training complete
Cost on training data: 0.04316145619324331
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 884 training complete
Cost on training data: 0.04311947054104896
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 885 training complete
Cost on training data: 0.043077584468363975
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 886 training complete
Cost on training data: 0.04303579761878351
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 887 training complete
Cost on training data: 0.042994109637868226
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 888 training complete
Cost on training data: 0.04295252017309933
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 889 training complete
Cost on training data: 0.04291102887383488
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 890 training complete
Cost on training data: 0.04286963539128135
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 891 training complete
Cost on training data: 0.042828339378455406
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 892 training complete
Cost on training data: 0.042787140490156944
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 893 training complete
Cost on training data: 0.04274603838294048
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 894 training complete
Cost on training data: 0.042705032715091316
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 895 training complete
Cost on training data: 0.04266412314660086
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 896 training complete
Cost on training data: 0.04262330933914657
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 897 training complete
Cost on training data: 0.0425825909560702
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 898 training complete
Cost on training data: 0.042541967662359584
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 899 training complete
Cost on training data: 0.04250143912463005
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 900 training complete
Cost on training data: 0.04246100501110875
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 901 training complete
Cost on training data: 0.04242066499161965
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 902 training complete
Cost on training data: 0.04238041873756792
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 903 training complete
Cost on training data: 0.04234026592192301
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 904 training complete
Cost on training data: 0.04230020621920714
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 905 training complete
Cost on training data: 0.042260239305485635
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 906 training complete
Cost on training data: 0.04222036485834799
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 907 training complete
Cost on training data: 0.04218058255689946
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 908 training complete
Cost on training data: 0.04214089208174754
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 909 training complete
Cost on training data: 0.04210129311499615
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 910 training complete
Cost on training data: 0.04206178534022619
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 911 training complete
Cost on training data: 0.04202236844249
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 912 training complete
Cost on training data: 0.04198304210830194
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 913 training complete
Cost on training data: 0.04194380602562407
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 914 training complete
Cost on training data: 0.04190465988386229
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 915 training complete
Cost on training data: 0.04186560337384938
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 916 training complete
Cost on training data: 0.04182663618784163
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 917 training complete
Cost on training data: 0.041787758019507126
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 918 training complete
Cost on training data: 0.041748968563917695
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 919 training complete
Cost on training data: 0.04171026751753734
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 920 training complete
Cost on training data: 0.041671654578218253
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 921 training complete
Cost on training data: 0.04163312944518558
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 922 training complete
Cost on training data: 0.04159469181903593
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 923 training complete
Cost on training data: 0.041556341401724095
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 924 training complete
Cost on training data: 0.04151807789655863
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 925 training complete
Cost on training data: 0.041479901008188325
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 926 training complete
Cost on training data: 0.041441810442600355
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 927 training complete
Cost on training data: 0.041403805907107905
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 928 training complete
Cost on training data: 0.04136588711034402
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 929 training complete
Cost on training data: 0.041328053762253465
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 930 training complete
Cost on training data: 0.04129030557408638
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 931 training complete
Cost on training data: 0.041252642258387255
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 932 training complete
Cost on training data: 0.04121506352899214
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 933 training complete
Cost on training data: 0.041177569101017164
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 934 training complete
Cost on training data: 0.04114015869085278
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 935 training complete
Cost on training data: 0.04110283201615675
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 936 training complete
Cost on training data: 0.04106558879584594
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 937 training complete
Cost on training data: 0.04102842875009105
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 938 training complete
Cost on training data: 0.04099135160030572
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 939 training complete
Cost on training data: 0.040954357069144416
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 940 training complete
Cost on training data: 0.04091744488049203
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 941 training complete
Cost on training data: 0.040880614759457305
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 942 training complete
Cost on training data: 0.040843866432365934
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 943 training complete
Cost on training data: 0.040807199626755594
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 944 training complete
Cost on training data: 0.040770614071368415
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 945 training complete
Cost on training data: 0.040734109496140376
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 946 training complete
Cost on training data: 0.0406976856322017
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 947 training complete
Cost on training data: 0.040661342211864474
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 948 training complete
Cost on training data: 0.040625078968618215
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 949 training complete
Cost on training data: 0.040588895637123736
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 950 training complete
Cost on training data: 0.04055279195320409
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 951 training complete
Cost on training data: 0.04051676765384382
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 952 training complete
Cost on training data: 0.04048082247717703
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 953 training complete
Cost on training data: 0.04044495616248066
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 954 training complete
Cost on training data: 0.04040916845017429
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 955 training complete
Cost on training data: 0.04037345908180831
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 956 training complete
Cost on training data: 0.040337827800058464
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 957 training complete
Cost on training data: 0.0403022743487234
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 958 training complete
Cost on training data: 0.04026679847271359
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 959 training complete
Cost on training data: 0.04023139991804868
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 960 training complete
Cost on training data: 0.040196078431849275
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 961 training complete
Cost on training data: 0.040160833762333266
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 962 training complete
Cost on training data: 0.0401256625231402
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 963 training complete
Cost on training data: 0.04009056355123825
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 964 training complete
Cost on training data: 0.040055540677250215
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 965 training complete
Cost on training data: 0.04002059365296583
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 966 training complete
Cost on training data: 0.03998572223130845
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 967 training complete
Cost on training data: 0.03995092616632526
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 968 training complete
Cost on training data: 0.03991620521317189
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 969 training complete
Cost on training data: 0.03988155912810175
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 970 training complete
Cost on training data: 0.03984698766845574
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 971 training complete
Cost on training data: 0.03981249059265196
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 972 training complete
Cost on training data: 0.03977806766017542
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 973 training complete
Cost on training data: 0.039743718631569135
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 974 training complete
Cost on training data: 0.03970944326842714
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 975 training complete
Cost on training data: 0.03967524133338436
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 976 training complete
Cost on training data: 0.03964111259010685
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 977 training complete
Cost on training data: 0.03960705680328843
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 978 training complete
Cost on training data: 0.0395730737386417
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 979 training complete
Cost on training data: 0.03953916316288944
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 980 training complete
Cost on training data: 0.03950532484375896
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 981 training complete
Cost on training data: 0.03947155854997558
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 982 training complete
Cost on training data: 0.0394378640512559
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 983 training complete
Cost on training data: 0.03940424111830176
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 984 training complete
Cost on training data: 0.03937068952279212
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 985 training complete
Cost on training data: 0.03933720903738087
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 986 training complete
Cost on training data: 0.039303799435688104
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 987 training complete
Cost on training data: 0.0392704599646966
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 988 training complete
Cost on training data: 0.039237164768335935
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 989 training complete
Cost on training data: 0.039203939934985346
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 990 training complete
Cost on training data: 0.03917078523330614
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 991 training complete
Cost on training data: 0.03913770043377952
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 992 training complete
Cost on training data: 0.03910468530859791
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 993 training complete
Cost on training data: 0.03907173963157589
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 994 training complete
Cost on training data: 0.039038863178065084
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 995 training complete
Cost on training data: 0.03900605572488577
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 996 training complete
Cost on training data: 0.03897331705025789
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 997 training complete
Cost on training data: 0.038940646933748296
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 998 training complete
Cost on training data: 0.03890804515621946
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 999 training complete
Cost on training data: 0.03887552205884294
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1000 training complete
Cost on training data: 0.038843078424728956
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1001 training complete
Cost on training data: 0.03881070287824002
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1002 training complete
Cost on training data: 0.038778395146833386
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1003 training complete
Cost on training data: 0.03874615496627862
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1004 training complete
Cost on training data: 0.03871398207971129
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1005 training complete
Cost on training data: 0.0386818762368011
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1006 training complete
Cost on training data: 0.03864983719303565
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1007 training complete
Cost on training data: 0.03861786470909173
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1008 training complete
Cost on training data: 0.03858595855029536
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1009 training complete
Cost on training data: 0.038554118486144956
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1010 training complete
Cost on training data: 0.038522344289898786
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1011 training complete
Cost on training data: 0.038490635738214166
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1012 training complete
Cost on training data: 0.03845899261083447
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1013 training complete
Cost on training data: 0.03842741469030917
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1014 training complete
Cost on training data: 0.03839590176175676
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1015 training complete
Cost on training data: 0.038364453612651235
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1016 training complete
Cost on training data: 0.03833307003263699
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1017 training complete
Cost on training data: 0.03830175081336594
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1018 training complete
Cost on training data: 0.03827049574835436
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1019 training complete
Cost on training data: 0.03823930463285408
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1020 training complete
Cost on training data: 0.03820817726374749
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1021 training complete
Cost on training data: 0.03817711343944157
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1022 training complete
Cost on training data: 0.0381461129597864
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1023 training complete
Cost on training data: 0.03811517562599629
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1024 training complete
Cost on training data: 0.03808430124057927
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1025 training complete
Cost on training data: 0.0380534896072817
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1026 training complete
Cost on training data: 0.038022740531029345
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1027 training complete
Cost on training data: 0.03799205381788213
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1028 training complete
Cost on training data: 0.03796142927498807
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1029 training complete
Cost on training data: 0.037930866710549314
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1030 training complete
Cost on training data: 0.03790036593378353
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1031 training complete
Cost on training data: 0.037869926754895825
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1032 training complete
Cost on training data: 0.037839548985048495
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1033 training complete
Cost on training data: 0.037809232436337395
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1034 training complete
Cost on training data: 0.03777897692176808
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1035 training complete
Cost on training data: 0.0377487822552373
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1036 training complete
Cost on training data: 0.037718648251510625
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1037 training complete
Cost on training data: 0.03768857472620977
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1038 training complete
Cost on training data: 0.037658561495792185
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1039 training complete
Cost on training data: 0.03762860837754165
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1040 training complete
Cost on training data: 0.03759871738753555
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1041 training complete
Cost on training data: 0.03756890077133548
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1042 training complete
Cost on training data: 0.03753914408386835
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1043 training complete
Cost on training data: 0.0375094470879858
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1044 training complete
Cost on training data: 0.03747980955530734
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1045 training complete
Cost on training data: 0.03745023126508248
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1046 training complete
Cost on training data: 0.03742070806002214
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1047 training complete
Cost on training data: 0.03739122146860606
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1048 training complete
Cost on training data: 0.03736179408168981
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1049 training complete
Cost on training data: 0.03733242563123527
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1050 training complete
Cost on training data: 0.03730311586227279
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1051 training complete
Cost on training data: 0.03727386453119454
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1052 training complete
Cost on training data: 0.037244671404287714
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1053 training complete
Cost on training data: 0.03721553625647531
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1054 training complete
Cost on training data: 0.037186467165430497
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1055 training complete
Cost on training data: 0.037157462739413394
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1056 training complete
Cost on training data: 0.03712851650133921
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1057 training complete
Cost on training data: 0.03709962812479644
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1058 training complete
Cost on training data: 0.0370707973053745
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1059 training complete
Cost on training data: 0.037042023757699015
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1060 training complete
Cost on training data: 0.03701330721287908
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1061 training complete
Cost on training data: 0.03698464741631681
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1062 training complete
Cost on training data: 0.03695604412582631
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1063 training complete
Cost on training data: 0.03692749711001451
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1064 training complete
Cost on training data: 0.03689900614688763
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1065 training complete
Cost on training data: 0.03687057102265773
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1066 training complete
Cost on training data: 0.03684219153071041
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1067 training complete
Cost on training data: 0.036813867470714814
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1068 training complete
Cost on training data: 0.0367855986478625
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1069 training complete
Cost on training data: 0.03675738487220708
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1070 training complete
Cost on training data: 0.036729225958093394
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1071 training complete
Cost on training data: 0.03670112172367094
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1072 training complete
Cost on training data: 0.0366730719904655
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1073 training complete
Cost on training data: 0.03664507658301548
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1074 training complete
Cost on training data: 0.03661713532855511
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1075 training complete
Cost on training data: 0.036589248056740103
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1076 training complete
Cost on training data: 0.03656141459940858
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1077 training complete
Cost on training data: 0.0365336347903784
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1078 training complete
Cost on training data: 0.036505908465265184
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1079 training complete
Cost on training data: 0.03647823546133048
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1080 training complete
Cost on training data: 0.036450615617343834
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1081 training complete
Cost on training data: 0.036423048773467574
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1082 training complete
Cost on training data: 0.036395534771154175
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1083 training complete
Cost on training data: 0.0363680753587855
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1084 training complete
Cost on training data: 0.0363406774985477
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1085 training complete
Cost on training data: 0.03631333233753666
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1086 training complete
Cost on training data: 0.03628603967836572
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1087 training complete
Cost on training data: 0.036258799329960394
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1088 training complete
Cost on training data: 0.03623161110681739
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1089 training complete
Cost on training data: 0.03620447482835164
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1090 training complete
Cost on training data: 0.036177390318344875
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1091 training complete
Cost on training data: 0.03615035740444857
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1092 training complete
Cost on training data: 0.03612337591777366
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1093 training complete
Cost on training data: 0.036096445692515314
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1094 training complete
Cost on training data: 0.03606956656563907
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1095 training complete
Cost on training data: 0.03604273837660457
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1096 training complete
Cost on training data: 0.03601596096712008
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1097 training complete
Cost on training data: 0.03598923418093615
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1098 training complete
Cost on training data: 0.035962557863662176
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1099 training complete
Cost on training data: 0.0359359318626015
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1100 training complete
Cost on training data: 0.035909356026618856
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1101 training complete
Cost on training data: 0.03588283818842665
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1102 training complete
Cost on training data: 0.035856380881214046
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1103 training complete
Cost on training data: 0.03582997344783422
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1104 training complete
Cost on training data: 0.035803615716321346
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1105 training complete
Cost on training data: 0.035777307519086594
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1106 training complete
Cost on training data: 0.035751048692411004
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1107 training complete
Cost on training data: 0.03572483907600796
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1108 training complete
Cost on training data: 0.035698678512645604
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1109 training complete
Cost on training data: 0.03567256791711524
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1110 training complete
Cost on training data: 0.035646515989831394
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1111 training complete
Cost on training data: 0.03562051306348624
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1112 training complete
Cost on training data: 0.035594558945076016
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1113 training complete
Cost on training data: 0.0355686534482912
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1114 training complete
Cost on training data: 0.035542796392767285
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1115 training complete
Cost on training data: 0.03551698760344037
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1116 training complete
Cost on training data: 0.035491226909977115
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1117 training complete
Cost on training data: 0.03546551414628175
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1118 training complete
Cost on training data: 0.03543984915006473
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1119 training complete
Cost on training data: 0.035414231762461314
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1120 training complete
Cost on training data: 0.03538866182770263
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1121 training complete
Cost on training data: 0.03536313919282021
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1122 training complete
Cost on training data: 0.03533766370739493
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1123 training complete
Cost on training data: 0.03531223522332519
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1124 training complete
Cost on training data: 0.03528685359463367
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1125 training complete
Cost on training data: 0.03526151867728874
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1126 training complete
Cost on training data: 0.035236230329050544
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1127 training complete
Cost on training data: 0.035210988409331796
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1128 training complete
Cost on training data: 0.035185792779078406
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1129 training complete
Cost on training data: 0.03516064330065811
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1130 training complete
Cost on training data: 0.035135539837768494
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1131 training complete
Cost on training data: 0.03511048225534483
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1132 training complete
Cost on training data: 0.03508547041948953
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1133 training complete
Cost on training data: 0.035060504197399166
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1134 training complete
Cost on training data: 0.03503557158019772
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1135 training complete
Cost on training data: 0.03501066312321797
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1136 training complete
Cost on training data: 0.03498580032917273
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1137 training complete
Cost on training data: 0.034960983047505535
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1138 training complete
Cost on training data: 0.0349362111302172
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1139 training complete
Cost on training data: 0.0349114844316559
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1140 training complete
Cost on training data: 0.034886802808327066
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1141 training complete
Cost on training data: 0.0348621675540367
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1142 training complete
Cost on training data: 0.034837584776654475
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1143 training complete
Cost on training data: 0.03481304717180733
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1144 training complete
Cost on training data: 0.034788554545049165
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1145 training complete
Cost on training data: 0.034764106710037455
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1146 training complete
Cost on training data: 0.034739703487637164
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1147 training complete
Cost on training data: 0.034715344705139664
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1148 training complete
Cost on training data: 0.03469103019557521
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1149 training complete
Cost on training data: 0.03466675979711186
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1150 training complete
Cost on training data: 0.034642533352525345
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1151 training complete
Cost on training data: 0.034618350708736034
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1152 training complete
Cost on training data: 0.03459421171639743
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1153 training complete
Cost on training data: 0.03457011622953778
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1154 training complete
Cost on training data: 0.03454606410523799
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1155 training complete
Cost on training data: 0.034522055203354766
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1156 training complete
Cost on training data: 0.034498089386269075
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1157 training complete
Cost on training data: 0.034474166518669996
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1158 training complete
Cost on training data: 0.034450286467353396
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1159 training complete
Cost on training data: 0.03442644910105446
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1160 training complete
Cost on training data: 0.034402654290292566
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1161 training complete
Cost on training data: 0.03437890190723154
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1162 training complete
Cost on training data: 0.034355191825562265
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1163 training complete
Cost on training data: 0.034331523920388754
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1164 training complete
Cost on training data: 0.034307898068135896
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1165 training complete
Cost on training data: 0.034284314146458134
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1166 training complete
Cost on training data: 0.03426077203416562
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1167 training complete
Cost on training data: 0.03423727161114935
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1168 training complete
Cost on training data: 0.03421381275832328
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1169 training complete
Cost on training data: 0.03419039535756365
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1170 training complete
Cost on training data: 0.03416701929165999
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1171 training complete
Cost on training data: 0.03414368444426935
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1172 training complete
Cost on training data: 0.03412039069987269
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1173 training complete
Cost on training data: 0.0340971379437385
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1174 training complete
Cost on training data: 0.03407392606188875
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1175 training complete
Cost on training data: 0.034050754941067164
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1176 training complete
Cost on training data: 0.03402762446871088
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1177 training complete
Cost on training data: 0.03400453453292364
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1178 training complete
Cost on training data: 0.03398148502245424
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1179 training complete
Cost on training data: 0.03395847582667375
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1180 training complete
Cost on training data: 0.03393550683555587
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1181 training complete
Cost on training data: 0.0339125779396568
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1182 training complete
Cost on training data: 0.0338896890301033
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1183 training complete
Cost on training data: 0.03386683999857092
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1184 training complete
Cost on training data: 0.033844030737275835
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1185 training complete
Cost on training data: 0.03382126113895838
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1186 training complete
Cost on training data: 0.03379853109686891
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1187 training complete
Cost on training data: 0.0337758405047629
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1188 training complete
Cost on training data: 0.033753189256883136
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1189 training complete
Cost on training data: 0.03373057724795444
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1190 training complete
Cost on training data: 0.03370800437317351
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1191 training complete
Cost on training data: 0.03368547052820059
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1192 training complete
Cost on training data: 0.033662975609149465
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1193 training complete
Cost on training data: 0.03364051951258328
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1194 training complete
Cost on training data: 0.03361810213550348
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1195 training complete
Cost on training data: 0.03359572337534801
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1196 training complete
Cost on training data: 0.033573383129980226
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1197 training complete
Cost on training data: 0.03355108129768585
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1198 training complete
Cost on training data: 0.03352881777716683
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1199 training complete
Cost on training data: 0.03350659246753674
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1200 training complete
Cost on training data: 0.03348440391011944
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1201 training complete
Cost on training data: 0.033462250078806384
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1202 training complete
Cost on training data: 0.033440134170057624
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1203 training complete
Cost on training data: 0.03341805608426879
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1204 training complete
Cost on training data: 0.03339601572225844
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1205 training complete
Cost on training data: 0.03337401298526417
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1206 training complete
Cost on training data: 0.03335204777493069
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1207 training complete
Cost on training data: 0.033330119993307664
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1208 training complete
Cost on training data: 0.03330822954283875
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1209 training complete
Cost on training data: 0.033286376326355616
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1210 training complete
Cost on training data: 0.03326456024707718
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1211 training complete
Cost on training data: 0.03324278120859821
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1212 training complete
Cost on training data: 0.03322103911488791
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1213 training complete
Cost on training data: 0.033199333870284196
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1214 training complete
Cost on training data: 0.03317766537949164
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1215 training complete
Cost on training data: 0.03315603354757305
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1216 training complete
Cost on training data: 0.03313443827995087
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1217 training complete
Cost on training data: 0.033112879482397696
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1218 training complete
Cost on training data: 0.03309135706103821
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1219 training complete
Cost on training data: 0.033069870922344376
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1220 training complete
Cost on training data: 0.033048420973129926
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1221 training complete
Cost on training data: 0.03302700712055113
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1222 training complete
Cost on training data: 0.033005629272099705
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1223 training complete
Cost on training data: 0.032984287335605496
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1224 training complete
Cost on training data: 0.032962981219228006
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1225 training complete
Cost on training data: 0.03294171083145841
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1226 training complete
Cost on training data: 0.03292047608111537
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1227 training complete
Cost on training data: 0.032899276877344064
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1228 training complete
Cost on training data: 0.03287811312960928
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1229 training complete
Cost on training data: 0.03285698351143821
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1230 training complete
Cost on training data: 0.032835887760465
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1231 training complete
Cost on training data: 0.03281483117694708
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1232 training complete
Cost on training data: 0.03279381579343608
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1233 training complete
Cost on training data: 0.03277283568738613
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1234 training complete
Cost on training data: 0.03275189073207364
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1235 training complete
Cost on training data: 0.03273098043822319
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1236 training complete
Cost on training data: 0.032710093374987495
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1237 training complete
Cost on training data: 0.03268924122919794
Accuracy on training data: 1330 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1238 training complete
Cost on training data: 0.03266842388161844
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1239 training complete
Cost on training data: 0.03264764121727433
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1240 training complete
Cost on training data: 0.032626893124939986
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1241 training complete
Cost on training data: 0.03260617949668523
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1242 training complete
Cost on training data: 0.03258550022749532
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1243 training complete
Cost on training data: 0.032564855214927774
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1244 training complete
Cost on training data: 0.032544244358824685
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1245 training complete
Cost on training data: 0.03252366756105834
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1246 training complete
Cost on training data: 0.03250312472530901
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1247 training complete
Cost on training data: 0.032482615756873306
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1248 training complete
Cost on training data: 0.032462140562498555
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1249 training complete
Cost on training data: 0.03244169905023706
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1250 training complete
Cost on training data: 0.032421291129317194
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1251 training complete
Cost on training data: 0.032400916710036254
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1252 training complete
Cost on training data: 0.032380575703661665
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1253 training complete
Cost on training data: 0.03236026802234475
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1254 training complete
Cost on training data: 0.0323399935790518
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1255 training complete
Cost on training data: 0.03231975228749401
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1256 training complete
Cost on training data: 0.032299544062077246
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1257 training complete
Cost on training data: 0.03227936881784391
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1258 training complete
Cost on training data: 0.03225922647043724
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1259 training complete
Cost on training data: 0.0322391169360575
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1260 training complete
Cost on training data: 0.03221904013143222
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1261 training complete
Cost on training data: 0.03219899597378195
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1262 training complete
Cost on training data: 0.03217898438079667
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1263 training complete
Cost on training data: 0.0321590052706138
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1264 training complete
Cost on training data: 0.03213905856179205
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1265 training complete
Cost on training data: 0.032119144173299884
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1266 training complete
Cost on training data: 0.03209926202449492
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1267 training complete
Cost on training data: 0.03207941203510835
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1268 training complete
Cost on training data: 0.03205959412523639
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1269 training complete
Cost on training data: 0.03203980821532418
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1270 training complete
Cost on training data: 0.03202005422615903
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1271 training complete
Cost on training data: 0.03200033207885826
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1272 training complete
Cost on training data: 0.03198064169486085
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1273 training complete
Cost on training data: 0.0319609829959223
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1274 training complete
Cost on training data: 0.031941355904104206
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1275 training complete
Cost on training data: 0.03192176034177171
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1276 training complete
Cost on training data: 0.03190219623158403
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1277 training complete
Cost on training data: 0.031882663496491874
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1278 training complete
Cost on training data: 0.03186316205973299
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1279 training complete
Cost on training data: 0.0318436918448246
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1280 training complete
Cost on training data: 0.031824252775561356
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1281 training complete
Cost on training data: 0.03180484477601251
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1282 training complete
Cost on training data: 0.03178546777051872
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1283 training complete
Cost on training data: 0.03176612168368422
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1284 training complete
Cost on training data: 0.031746806440380804
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1285 training complete
Cost on training data: 0.03172752196573876
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1286 training complete
Cost on training data: 0.03170826818514826
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1287 training complete
Cost on training data: 0.031689045024255603
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1288 training complete
Cost on training data: 0.031669852408959705
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1289 training complete
Cost on training data: 0.03165069026541304
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1290 training complete
Cost on training data: 0.03163152715025939
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1291 training complete
Cost on training data: 0.03161234682693491
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1292 training complete
Cost on training data: 0.03159319751089414
Accuracy on training data: 1331 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1293 training complete
Cost on training data: 0.031574079070620015
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1294 training complete
Cost on training data: 0.031554991380550325
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1295 training complete
Cost on training data: 0.03153593432045512
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1296 training complete
Cost on training data: 0.03151690777489538
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1297 training complete
Cost on training data: 0.03149791163273745
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1298 training complete
Cost on training data: 0.031478945786728316
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1299 training complete
Cost on training data: 0.031460010133114974
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1300 training complete
Cost on training data: 0.031441104571309636
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1301 training complete
Cost on training data: 0.031422229003586925
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1302 training complete
Cost on training data: 0.03140338333482186
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1303 training complete
Cost on training data: 0.031384567472252475
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1304 training complete
Cost on training data: 0.03136578132526562
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1305 training complete
Cost on training data: 0.031347024805212835
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1306 training complete
Cost on training data: 0.0313282978252354
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1307 training complete
Cost on training data: 0.03130960030012169
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1308 training complete
Cost on training data: 0.03129093214616534
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1309 training complete
Cost on training data: 0.03127229328104756
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1310 training complete
Cost on training data: 0.031253683623726755
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1311 training complete
Cost on training data: 0.031235103094340595
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1312 training complete
Cost on training data: 0.03121655161412136
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1313 training complete
Cost on training data: 0.03119802910531079
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1314 training complete
Cost on training data: 0.03117953549109302
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1315 training complete
Cost on training data: 0.03116107069552955
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1316 training complete
Cost on training data: 0.031142634643498143
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1317 training complete
Cost on training data: 0.031124227260641846
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1318 training complete
Cost on training data: 0.031105848473322033
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1319 training complete
Cost on training data: 0.031087498208572907
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1320 training complete
Cost on training data: 0.031069176394062387
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1321 training complete
Cost on training data: 0.03105088295805575
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1322 training complete
Cost on training data: 0.031032617829385885
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1323 training complete
Cost on training data: 0.031014380937418495
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1324 training complete
Cost on training data: 0.030996172212029084
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1325 training complete
Cost on training data: 0.030977991583577242
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1326 training complete
Cost on training data: 0.030959838982882446
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1327 training complete
Cost on training data: 0.030941714341201788
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1328 training complete
Cost on training data: 0.03092361759021789
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1329 training complete
Cost on training data: 0.030905548662011933
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1330 training complete
Cost on training data: 0.030887507489055586
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1331 training complete
Cost on training data: 0.030869494004191356
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1332 training complete
Cost on training data: 0.030851508140620373
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1333 training complete
Cost on training data: 0.030833549831890617
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1334 training complete
Cost on training data: 0.030815619011884406
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1335 training complete
Cost on training data: 0.030797715614809505
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1336 training complete
Cost on training data: 0.030779839575184997
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1337 training complete
Cost on training data: 0.03076199082783829
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1338 training complete
Cost on training data: 0.030744169307890173
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1339 training complete
Cost on training data: 0.030726374950752165
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1340 training complete
Cost on training data: 0.0307086076921174
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1341 training complete
Cost on training data: 0.03069086746795178
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1342 training complete
Cost on training data: 0.030673154214492498
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1343 training complete
Cost on training data: 0.030655467868235742
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1344 training complete
Cost on training data: 0.030637813823856247
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1345 training complete
Cost on training data: 0.0306202031163378
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1346 training complete
Cost on training data: 0.030602619264994864
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1347 training complete
Cost on training data: 0.030585062183953328
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1348 training complete
Cost on training data: 0.03056753179025214
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1349 training complete
Cost on training data: 0.030550028003521947
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1350 training complete
Cost on training data: 0.0305325507457091
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1351 training complete
Cost on training data: 0.03051509994082726
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1352 training complete
Cost on training data: 0.030497675514737962
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1353 training complete
Cost on training data: 0.03048027739496513
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1354 training complete
Cost on training data: 0.03046290551052236
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1355 training complete
Cost on training data: 0.03044556327726089
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1356 training complete
Cost on training data: 0.030428254535671884
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1357 training complete
Cost on training data: 0.030410972091115047
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1358 training complete
Cost on training data: 0.030393715835452324
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1359 training complete
Cost on training data: 0.030376485667097754
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1360 training complete
Cost on training data: 0.030359281490178417
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1361 training complete
Cost on training data: 0.030342103213803512
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1362 training complete
Cost on training data: 0.030324950751434425
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1363 training complete
Cost on training data: 0.030307824020334943
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1364 training complete
Cost on training data: 0.030290722941095367
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1365 training complete
Cost on training data: 0.030273647437220122
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1366 training complete
Cost on training data: 0.030256597434769366
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1367 training complete
Cost on training data: 0.030239572862047592
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1368 training complete
Cost on training data: 0.030222573649334162
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1369 training complete
Cost on training data: 0.030205599728650626
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1370 training complete
Cost on training data: 0.030188651033553764
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1371 training complete
Cost on training data: 0.030171727498959133
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1372 training complete
Cost on training data: 0.0301548290609895
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1373 training complete
Cost on training data: 0.03013795565684008
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1374 training complete
Cost on training data: 0.030121107224660767
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1375 training complete
Cost on training data: 0.03010428370345754
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1376 training complete
Cost on training data: 0.030087485033001644
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1377 training complete
Cost on training data: 0.03007071115375505
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1378 training complete
Cost on training data: 0.030053962006801434
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1379 training complete
Cost on training data: 0.030037237533791804
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1380 training complete
Cost on training data: 0.030020537676887404
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1381 training complete
Cost on training data: 0.030003862378723493
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1382 training complete
Cost on training data: 0.029987211582363445
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1383 training complete
Cost on training data: 0.029970585231268745
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1384 training complete
Cost on training data: 0.029953983269267945
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1385 training complete
Cost on training data: 0.029937405640534123
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1386 training complete
Cost on training data: 0.029920852289556443
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1387 training complete
Cost on training data: 0.02990432316112459
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1388 training complete
Cost on training data: 0.029887818200311857
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1389 training complete
Cost on training data: 0.02987133735245681
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1390 training complete
Cost on training data: 0.029854880563152577
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1391 training complete
Cost on training data: 0.029838447778231768
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1392 training complete
Cost on training data: 0.029822038943761474
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1393 training complete
Cost on training data: 0.029805654006028075
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1394 training complete
Cost on training data: 0.0297892929115336
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1395 training complete
Cost on training data: 0.02977295560698577
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1396 training complete
Cost on training data: 0.02975664203929453
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1397 training complete
Cost on training data: 0.02974035215556234
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1398 training complete
Cost on training data: 0.0297240859030829
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1399 training complete
Cost on training data: 0.029707843229334258
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1400 training complete
Cost on training data: 0.029691624081977584
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1401 training complete
Cost on training data: 0.02967542840884951
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1402 training complete
Cost on training data: 0.029659256157961125
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1403 training complete
Cost on training data: 0.02964310727749765
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1404 training complete
Cost on training data: 0.029626981715809922
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1405 training complete
Cost on training data: 0.029610879421416852
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1406 training complete
Cost on training data: 0.02959480034300252
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1407 training complete
Cost on training data: 0.029578744429411514
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1408 training complete
Cost on training data: 0.02956271253637351
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1409 training complete
Cost on training data: 0.029546714127569366
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1410 training complete
Cost on training data: 0.029530738822731946
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1411 training complete
Cost on training data: 0.029514786558149694
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1412 training complete
Cost on training data: 0.029498857271753536
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1413 training complete
Cost on training data: 0.029482950902935304
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1414 training complete
Cost on training data: 0.0294670673923873
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1415 training complete
Cost on training data: 0.029451206681972025
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1416 training complete
Cost on training data: 0.029435368714600077
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1417 training complete
Cost on training data: 0.029419553434120834
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1418 training complete
Cost on training data: 0.029403760785235777
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1419 training complete
Cost on training data: 0.029387990713411364
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1420 training complete
Cost on training data: 0.029372243164813287
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1421 training complete
Cost on training data: 0.029356518086238813
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1422 training complete
Cost on training data: 0.02934081542506327
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1423 training complete
Cost on training data: 0.02932513512919076
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1424 training complete
Cost on training data: 0.0293094771470106
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1425 training complete
Cost on training data: 0.02929384142736132
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1426 training complete
Cost on training data: 0.02927822791949305
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1427 training complete
Cost on training data: 0.029262636573041147
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1428 training complete
Cost on training data: 0.029247067337998152
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1429 training complete
Cost on training data: 0.029231520164689825
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1430 training complete
Cost on training data: 0.02921599500375532
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1431 training complete
Cost on training data: 0.0292004918061287
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1432 training complete
Cost on training data: 0.029185010523021082
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1433 training complete
Cost on training data: 0.029169551105907653
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1434 training complete
Cost on training data: 0.0291541135065129
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1435 training complete
Cost on training data: 0.029138697676799812
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1436 training complete
Cost on training data: 0.02912330356895925
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1437 training complete
Cost on training data: 0.029107931135400604
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1438 training complete
Cost on training data: 0.02909258032874165
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1439 training complete
Cost on training data: 0.02907725110180476
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1440 training complete
Cost on training data: 0.029061943407606067
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1441 training complete
Cost on training data: 0.029046657199349783
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1442 training complete
Cost on training data: 0.02903133128431886
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1443 training complete
Cost on training data: 0.029015737448147446
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1444 training complete
Cost on training data: 0.02900017838701067
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1445 training complete
Cost on training data: 0.028984652735406617
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1446 training complete
Cost on training data: 0.028969159278011105
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1447 training complete
Cost on training data: 0.028953696931363054
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1448 training complete
Cost on training data: 0.02893826472789195
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1449 training complete
Cost on training data: 0.028922861801995922
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1450 training complete
Cost on training data: 0.0289074873778745
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1451 training complete
Cost on training data: 0.02889214075890646
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1452 training complete
Cost on training data: 0.02887682450800602
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1453 training complete
Cost on training data: 0.02886154025649701
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1454 training complete
Cost on training data: 0.028846282449012387
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1455 training complete
Cost on training data: 0.028831050557171407
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1456 training complete
Cost on training data: 0.02881584410505793
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1457 training complete
Cost on training data: 0.02880066266307891
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1458 training complete
Cost on training data: 0.028785505842591815
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1459 training complete
Cost on training data: 0.028770373291186056
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1460 training complete
Cost on training data: 0.028755264688545088
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1461 training complete
Cost on training data: 0.02874017974280741
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1462 training complete
Cost on training data: 0.028725118187366668
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1463 training complete
Cost on training data: 0.028710079778053833
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1464 training complete
Cost on training data: 0.02869506429066273
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1465 training complete
Cost on training data: 0.028680071518754957
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1466 training complete
Cost on training data: 0.028665101271734876
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1467 training complete
Cost on training data: 0.028650153373144794
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1468 training complete
Cost on training data: 0.02863522765915405
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1469 training complete
Cost on training data: 0.028620326340393777
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1470 training complete
Cost on training data: 0.028605454206658987
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1471 training complete
Cost on training data: 0.02859060403262568
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1472 training complete
Cost on training data: 0.028575775657714894
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1473 training complete
Cost on training data: 0.02856096893323925
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1474 training complete
Cost on training data: 0.02854618372108352
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1475 training complete
Cost on training data: 0.028531419892552482
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1476 training complete
Cost on training data: 0.0285166773273429
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1477 training complete
Cost on training data: 0.02850195591264503
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1478 training complete
Cost on training data: 0.02848725554233953
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1479 training complete
Cost on training data: 0.028472576116294147
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1480 training complete
Cost on training data: 0.02845791753973713
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1481 training complete
Cost on training data: 0.02844327972270358
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1482 training complete
Cost on training data: 0.028428662579542803
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1483 training complete
Cost on training data: 0.028414066028483863
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1484 training complete
Cost on training data: 0.028399489991247022
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1485 training complete
Cost on training data: 0.02838493439269913
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1486 training complete
Cost on training data: 0.028370399160547895
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1487 training complete
Cost on training data: 0.02835588422506706
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1488 training complete
Cost on training data: 0.028341389518857084
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1489 training complete
Cost on training data: 0.028326914976623038
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1490 training complete
Cost on training data: 0.028312460534985383
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1491 training complete
Cost on training data: 0.028298026132304508
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1492 training complete
Cost on training data: 0.028283611708526783
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1493 training complete
Cost on training data: 0.028269217205043343
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1494 training complete
Cost on training data: 0.028254842564571447
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1495 training complete
Cost on training data: 0.028240487731037933
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1496 training complete
Cost on training data: 0.028226152649480474
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1497 training complete
Cost on training data: 0.0282118372659613
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1498 training complete
Cost on training data: 0.028197541527480816
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1499 training complete
Cost on training data: 0.0281832653819096
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1500 training complete
Cost on training data: 0.028169008777919956
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1501 training complete
Cost on training data: 0.02815477166493042
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1502 training complete
Cost on training data: 0.028140553993047955
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1503 training complete
Cost on training data: 0.028126355713022987
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1504 training complete
Cost on training data: 0.028112176776205394
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1505 training complete
Cost on training data: 0.02809801713450643
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1506 training complete
Cost on training data: 0.028083876740358452
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1507 training complete
Cost on training data: 0.02806975554668795
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1508 training complete
Cost on training data: 0.028055653506882834
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1509 training complete
Cost on training data: 0.028041570574769296
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1510 training complete
Cost on training data: 0.028027506704581404
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1511 training complete
Cost on training data: 0.0280134618509473
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1512 training complete
Cost on training data: 0.02799943596886021
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1513 training complete
Cost on training data: 0.027985429013668003
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1514 training complete
Cost on training data: 0.027971440941052313
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1515 training complete
Cost on training data: 0.027957471707012328
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1516 training complete
Cost on training data: 0.027943521267853037
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1517 training complete
Cost on training data: 0.02792958958017392
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1518 training complete
Cost on training data: 0.027915676600851116
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1519 training complete
Cost on training data: 0.027901782287034122
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1520 training complete
Cost on training data: 0.02788790659612994
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1521 training complete
Cost on training data: 0.027874049485796637
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1522 training complete
Cost on training data: 0.02786021091393401
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1523 training complete
Cost on training data: 0.027846390838678292
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1524 training complete
Cost on training data: 0.027832591499943358
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1525 training complete
Cost on training data: 0.027818820178951664
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1526 training complete
Cost on training data: 0.02780506737412883
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1527 training complete
Cost on training data: 0.027791333029918177
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1528 training complete
Cost on training data: 0.02777761709250269
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1529 training complete
Cost on training data: 0.02776391950962106
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1530 training complete
Cost on training data: 0.02775024023041183
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1531 training complete
Cost on training data: 0.027736579205268265
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1532 training complete
Cost on training data: 0.027722936385711692
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1533 training complete
Cost on training data: 0.027709311724286832
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1534 training complete
Cost on training data: 0.027695705174462324
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1535 training complete
Cost on training data: 0.027682116690541082
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1536 training complete
Cost on training data: 0.027668546227590733
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1537 training complete
Cost on training data: 0.027654993741370995
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1538 training complete
Cost on training data: 0.027641459188278195
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1539 training complete
Cost on training data: 0.02762794252528955
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1540 training complete
Cost on training data: 0.02761444370991621
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1541 training complete
Cost on training data: 0.027600962700165106
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1542 training complete
Cost on training data: 0.02758749945449812
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1543 training complete
Cost on training data: 0.02757405393179937
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1544 training complete
Cost on training data: 0.027560626091348406
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1545 training complete
Cost on training data: 0.02754721589279209
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1546 training complete
Cost on training data: 0.027533823296119985
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1547 training complete
Cost on training data: 0.02752044826164567
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1548 training complete
Cost on training data: 0.027507090749986744
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1549 training complete
Cost on training data: 0.027493750722047027
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1550 training complete
Cost on training data: 0.027480428139004445
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1551 training complete
Cost on training data: 0.027467122962292638
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1552 training complete
Cost on training data: 0.0274538351535924
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1553 training complete
Cost on training data: 0.027440564674819812
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1554 training complete
Cost on training data: 0.027427311488113646
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1555 training complete
Cost on training data: 0.027414075555830135
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1556 training complete
Cost on training data: 0.027400856840530924
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1557 training complete
Cost on training data: 0.0273876553049795
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1558 training complete
Cost on training data: 0.027374470912129762
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1559 training complete
Cost on training data: 0.027361303625123422
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1560 training complete
Cost on training data: 0.02734815340728239
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1561 training complete
Cost on training data: 0.027335020222103695
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1562 training complete
Cost on training data: 0.027321904033255757
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1563 training complete
Cost on training data: 0.027308804804572786
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1564 training complete
Cost on training data: 0.02729572250005142
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1565 training complete
Cost on training data: 0.027282657083844437
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1566 training complete
Cost on training data: 0.02726960852026141
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1567 training complete
Cost on training data: 0.027256576773763436
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1568 training complete
Cost on training data: 0.027243561808958934
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1569 training complete
Cost on training data: 0.027230563590602812
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1570 training complete
Cost on training data: 0.027217582083590826
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1571 training complete
Cost on training data: 0.0272046172529625
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1572 training complete
Cost on training data: 0.02719166906389382
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1573 training complete
Cost on training data: 0.02717873748169542
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1574 training complete
Cost on training data: 0.027165822471814295
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1575 training complete
Cost on training data: 0.027152923999828167
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1576 training complete
Cost on training data: 0.027140042031444902
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1577 training complete
Cost on training data: 0.027127176532501646
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1578 training complete
Cost on training data: 0.027114327468961166
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1579 training complete
Cost on training data: 0.02710149480691265
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1580 training complete
Cost on training data: 0.027088678512567767
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1581 training complete
Cost on training data: 0.02707587855226125
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1582 training complete
Cost on training data: 0.027063067169067978
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1583 training complete
Cost on training data: 0.02704984302726679
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1584 training complete
Cost on training data: 0.027036646277878225
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1585 training complete
Cost on training data: 0.02702347630076475
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1586 training complete
Cost on training data: 0.027010332521954988
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1587 training complete
Cost on training data: 0.026997214409126027
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1588 training complete
Cost on training data: 0.02698412146758856
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1589 training complete
Cost on training data: 0.026971053236704675
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1590 training complete
Cost on training data: 0.026958009286693566
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1591 training complete
Cost on training data: 0.02694498921578458
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1592 training complete
Cost on training data: 0.02693199264766912
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1593 training complete
Cost on training data: 0.026919019229216842
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1594 training complete
Cost on training data: 0.026906068628433658
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1595 training complete
Cost on training data: 0.02689314053263197
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1596 training complete
Cost on training data: 0.026880234646783432
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1597 training complete
Cost on training data: 0.026867350692035306
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1598 training complete
Cost on training data: 0.02685448840438663
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1599 training complete
Cost on training data: 0.02684164753347738
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1600 training complete
Cost on training data: 0.026828827841514132
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1601 training complete
Cost on training data: 0.02681602910228263
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1602 training complete
Cost on training data: 0.026803251100267777
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1603 training complete
Cost on training data: 0.02679049362984846
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1604 training complete
Cost on training data: 0.026777756494569063
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1605 training complete
Cost on training data: 0.026765039506477052
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1606 training complete
Cost on training data: 0.0267523424855257
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1607 training complete
Cost on training data: 0.026739665259021866
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1608 training complete
Cost on training data: 0.026727007661126973
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1609 training complete
Cost on training data: 0.026714369532404223
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1610 training complete
Cost on training data: 0.026701750719396546
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1611 training complete
Cost on training data: 0.026689151074248706
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1612 training complete
Cost on training data: 0.026676570454356938
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1613 training complete
Cost on training data: 0.026664008722043015
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1614 training complete
Cost on training data: 0.026651465744265614
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1615 training complete
Cost on training data: 0.026638941392342585
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1616 training complete
Cost on training data: 0.0266264355417034
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1617 training complete
Cost on training data: 0.02661394807165792
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1618 training complete
Cost on training data: 0.026601478865179405
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1619 training complete
Cost on training data: 0.02658902780871139
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1620 training complete
Cost on training data: 0.02657659479198154
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1621 training complete
Cost on training data: 0.02656417970782922
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1622 training complete
Cost on training data: 0.02655178245205415
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1623 training complete
Cost on training data: 0.02653940292326269
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1624 training complete
Cost on training data: 0.0265270410227347
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1625 training complete
Cost on training data: 0.026514696654295254
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1626 training complete
Cost on training data: 0.02650236972419348
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1627 training complete
Cost on training data: 0.02649006014099454
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1628 training complete
Cost on training data: 0.026477767815472456
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1629 training complete
Cost on training data: 0.026465492660513585
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1630 training complete
Cost on training data: 0.02645323459102544
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1631 training complete
Cost on training data: 0.026440993523848183
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1632 training complete
Cost on training data: 0.02642876937767743
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1633 training complete
Cost on training data: 0.02641656207298513
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1634 training complete
Cost on training data: 0.0264043715319471
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1635 training complete
Cost on training data: 0.02639219767837819
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1636 training complete
Cost on training data: 0.02638004043766618
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1637 training complete
Cost on training data: 0.026367899736712015
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1638 training complete
Cost on training data: 0.02635577550387185
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1639 training complete
Cost on training data: 0.026343667668903233
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1640 training complete
Cost on training data: 0.026331576162915173
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1641 training complete
Cost on training data: 0.02631950091831505
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1642 training complete
Cost on training data: 0.02630744186876736
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1643 training complete
Cost on training data: 0.02629539894914689
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1644 training complete
Cost on training data: 0.026283372095497175
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1645 training complete
Cost on training data: 0.02627136124498901
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1646 training complete
Cost on training data: 0.02625936633588755
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1647 training complete
Cost on training data: 0.02624738730750812
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1648 training complete
Cost on training data: 0.026235424100190037
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1649 training complete
Cost on training data: 0.026223476655256404
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1650 training complete
Cost on training data: 0.0262115449149869
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1651 training complete
Cost on training data: 0.026199628822586075
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1652 training complete
Cost on training data: 0.026187728322153502
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1653 training complete
Cost on training data: 0.026175843358659176
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1654 training complete
Cost on training data: 0.026163973877911487
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1655 training complete
Cost on training data: 0.026152119826538242
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1656 training complete
Cost on training data: 0.02614028115195593
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1657 training complete
Cost on training data: 0.026128457802351814
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1658 training complete
Cost on training data: 0.026116649726658298
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1659 training complete
Cost on training data: 0.026104856874529788
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1660 training complete
Cost on training data: 0.026093079196325992
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1661 training complete
Cost on training data: 0.02608131664308935
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1662 training complete
Cost on training data: 0.02606956916652626
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1663 training complete
Cost on training data: 0.02605783671898744
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1664 training complete
Cost on training data: 0.02604611925345223
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1665 training complete
Cost on training data: 0.02603441672350941
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1666 training complete
Cost on training data: 0.026022729083340773
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1667 training complete
Cost on training data: 0.026011056287707543
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1668 training complete
Cost on training data: 0.02599939829193122
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1669 training complete
Cost on training data: 0.025987755051880886
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1670 training complete
Cost on training data: 0.02597612652395936
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1671 training complete
Cost on training data: 0.025964512665086523
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1672 training complete
Cost on training data: 0.02595291343268851
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1673 training complete
Cost on training data: 0.025941328784685004
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1674 training complete
Cost on training data: 0.025929758679474595
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1675 training complete
Cost on training data: 0.025918203075922283
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1676 training complete
Cost on training data: 0.025906661933351473
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1677 training complete
Cost on training data: 0.0258951352115282
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1678 training complete
Cost on training data: 0.025883622870654616
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1679 training complete
Cost on training data: 0.025872124871352955
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1680 training complete
Cost on training data: 0.025860641174659974
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1681 training complete
Cost on training data: 0.025849171742015557
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1682 training complete
Cost on training data: 0.02583771653525071
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1683 training complete
Cost on training data: 0.02582627551658188
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1684 training complete
Cost on training data: 0.025814848648600352
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1685 training complete
Cost on training data: 0.025803435894262414
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1686 training complete
Cost on training data: 0.025792037216881055
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1687 training complete
Cost on training data: 0.025780652580120706
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1688 training complete
Cost on training data: 0.02576928194798549
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1689 training complete
Cost on training data: 0.02575792528481214
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1690 training complete
Cost on training data: 0.02574658255526499
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1691 training complete
Cost on training data: 0.025735253724324527
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1692 training complete
Cost on training data: 0.025723938757285594
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1693 training complete
Cost on training data: 0.02571263761974475
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1694 training complete
Cost on training data: 0.025701350277599157
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1695 training complete
Cost on training data: 0.025690076697033916
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1696 training complete
Cost on training data: 0.02567881684452278
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1697 training complete
Cost on training data: 0.025667570686815907
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1698 training complete
Cost on training data: 0.02565633819093714
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1699 training complete
Cost on training data: 0.025645119324177484
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1700 training complete
Cost on training data: 0.025633914054091152
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1701 training complete
Cost on training data: 0.02562272234848509
Accuracy on training data: 1332 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1702 training complete
Cost on training data: 0.02561154417541977
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1703 training complete
Cost on training data: 0.02560037950320195
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1704 training complete
Cost on training data: 0.025589228300376018
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1705 training complete
Cost on training data: 0.02557809053572432
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1706 training complete
Cost on training data: 0.025566966178259834
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1707 training complete
Cost on training data: 0.02555585519722312
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1708 training complete
Cost on training data: 0.025544759443306652
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1709 training complete
Cost on training data: 0.025533680386791383
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1710 training complete
Cost on training data: 0.025522614679013657
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1711 training complete
Cost on training data: 0.025511562276212596
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1712 training complete
Cost on training data: 0.025500523136624747
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1713 training complete
Cost on training data: 0.02548949722025731
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1714 training complete
Cost on training data: 0.025478484488691815
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1715 training complete
Cost on training data: 0.025467484904907568
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1716 training complete
Cost on training data: 0.025456498433130196
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1717 training complete
Cost on training data: 0.025445525038697955
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1718 training complete
Cost on training data: 0.025434564687942432
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1719 training complete
Cost on training data: 0.02542361734808392
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1720 training complete
Cost on training data: 0.02541259329037718
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1721 training complete
Cost on training data: 0.0254007821934175
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1722 training complete
Cost on training data: 0.025389006072318584
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1723 training complete
Cost on training data: 0.02537726015585176
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1724 training complete
Cost on training data: 0.02536554885283639
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1725 training complete
Cost on training data: 0.025353870937115584
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1726 training complete
Cost on training data: 0.02534222528194289
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1727 training complete
Cost on training data: 0.0253306108498277
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1728 training complete
Cost on training data: 0.025319026683536385
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1729 training complete
Cost on training data: 0.025307471898104
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1730 training complete
Cost on training data: 0.025295945673742205
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1731 training complete
Cost on training data: 0.02528444724952999
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1732 training complete
Cost on training data: 0.025272975917800446
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1733 training complete
Cost on training data: 0.025261531019138063
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1734 training complete
Cost on training data: 0.02525011193791208
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1735 training complete
Cost on training data: 0.02523871809828979
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1736 training complete
Cost on training data: 0.025227348960672472
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1737 training complete
Cost on training data: 0.02521600401850218
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1738 training complete
Cost on training data: 0.025204682795399527
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1739 training complete
Cost on training data: 0.025193384842597324
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1740 training complete
Cost on training data: 0.025182109736628763
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1741 training complete
Cost on training data: 0.025170857077256217
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1742 training complete
Cost on training data: 0.025159626485596918
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1743 training complete
Cost on training data: 0.025148417602433817
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1744 training complete
Cost on training data: 0.025137230086697222
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1745 training complete
Cost on training data: 0.025126063614080506
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1746 training complete
Cost on training data: 0.025114918053565295
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1747 training complete
Cost on training data: 0.02510379924827816
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1748 training complete
Cost on training data: 0.025092700758297618
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1749 training complete
Cost on training data: 0.0250816222968731
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1750 training complete
Cost on training data: 0.025070563590804593
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1751 training complete
Cost on training data: 0.025059524379427024
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1752 training complete
Cost on training data: 0.02504850441368199
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1753 training complete
Cost on training data: 0.025037503455288473
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1754 training complete
Cost on training data: 0.025026521275987267
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1755 training complete
Cost on training data: 0.025015557656855276
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1756 training complete
Cost on training data: 0.025004612387682854
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1757 training complete
Cost on training data: 0.024993685266409122
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1758 training complete
Cost on training data: 0.024982776098603155
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1759 training complete
Cost on training data: 0.024971884696991582
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1760 training complete
Cost on training data: 0.024961010881029512
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1761 training complete
Cost on training data: 0.02495015447650304
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1762 training complete
Cost on training data: 0.024939315315165276
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1763 training complete
Cost on training data: 0.024928493234402507
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1764 training complete
Cost on training data: 0.024917688076927715
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1765 training complete
Cost on training data: 0.02490689969049346
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1766 training complete
Cost on training data: 0.024896127927631028
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1767 training complete
Cost on training data: 0.024885372645406783
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1768 training complete
Cost on training data: 0.024874633705194334
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1769 training complete
Cost on training data: 0.024863910972469514
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1770 training complete
Cost on training data: 0.024853204316609836
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1771 training complete
Cost on training data: 0.024842513610716214
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1772 training complete
Cost on training data: 0.024831838731439765
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1773 training complete
Cost on training data: 0.02482117955882708
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1774 training complete
Cost on training data: 0.02481053597616761
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1775 training complete
Cost on training data: 0.024799907869857498
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1776 training complete
Cost on training data: 0.02478929512926609
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1777 training complete
Cost on training data: 0.024778697646612714
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1778 training complete
Cost on training data: 0.02476811531685404
Accuracy on training data: 1333 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1779 training complete
Cost on training data: 0.024757548037571277
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1780 training complete
Cost on training data: 0.024746995708866897
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1781 training complete
Cost on training data: 0.024736458233271353
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1782 training complete
Cost on training data: 0.024725935515646415
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1783 training complete
Cost on training data: 0.024715427463098735
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1784 training complete
Cost on training data: 0.024704933984898366
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1785 training complete
Cost on training data: 0.02469445499239992
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1786 training complete
Cost on training data: 0.024683990398966633
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1787 training complete
Cost on training data: 0.024673540119899747
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1788 training complete
Cost on training data: 0.0246631040723721
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1789 training complete
Cost on training data: 0.024652682175362612
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1790 training complete
Cost on training data: 0.024642274349593322
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1791 training complete
Cost on training data: 0.024631880517474836
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1792 training complete
Cost on training data: 0.02462150060304581
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1793 training complete
Cost on training data: 0.024611134531923592
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1794 training complete
Cost on training data: 0.024600782231247963
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1795 training complete
Cost on training data: 0.024590443629638345
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1796 training complete
Cost on training data: 0.024580118657141735
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1797 training complete
Cost on training data: 0.02456980724518906
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1798 training complete
Cost on training data: 0.02455950932655435
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1799 training complete
Cost on training data: 0.024549224835311252
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1800 training complete
Cost on training data: 0.024538953706791333
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1801 training complete
Cost on training data: 0.024528695877550664
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1802 training complete
Cost on training data: 0.02451845128533026
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1803 training complete
Cost on training data: 0.024508219869019993
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1804 training complete
Cost on training data: 0.024498001568626682
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1805 training complete
Cost on training data: 0.024487798651007645
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1806 training complete
Cost on training data: 0.024477615571417585
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1807 training complete
Cost on training data: 0.02446744538249764
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1808 training complete
Cost on training data: 0.024457288019133945
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1809 training complete
Cost on training data: 0.024447143418669944
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1810 training complete
Cost on training data: 0.024437011520686926
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1811 training complete
Cost on training data: 0.024426892266808567
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1812 training complete
Cost on training data: 0.02441678560053267
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1813 training complete
Cost on training data: 0.024406691467074536
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1814 training complete
Cost on training data: 0.024396609813231468
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1815 training complete
Cost on training data: 0.024386540587262744
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1816 training complete
Cost on training data: 0.024376483738780336
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1817 training complete
Cost on training data: 0.024366439218652874
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1818 training complete
Cost on training data: 0.024356406978916507
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1819 training complete
Cost on training data: 0.024346386972700963
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1820 training complete
Cost on training data: 0.024336379154156065
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1821 training complete
Cost on training data: 0.024326383478392388
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1822 training complete
Cost on training data: 0.0243163999014203
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1823 training complete
Cost on training data: 0.02430642838010186
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1824 training complete
Cost on training data: 0.024296468872104942
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1825 training complete
Cost on training data: 0.02428652133585705
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1826 training complete
Cost on training data: 0.024276585730510385
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1827 training complete
Cost on training data: 0.024266662015906555
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1828 training complete
Cost on training data: 0.024256750152542358
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1829 training complete
Cost on training data: 0.024246850101543933
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1830 training complete
Cost on training data: 0.024236961824635823
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1831 training complete
Cost on training data: 0.024227085284118554
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1832 training complete
Cost on training data: 0.02421722044284506
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1833 training complete
Cost on training data: 0.024207367264200485
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1834 training complete
Cost on training data: 0.024197527331142513
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1835 training complete
Cost on training data: 0.024187702141317963
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1836 training complete
Cost on training data: 0.02417788856585537
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1837 training complete
Cost on training data: 0.024168086562106058
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1838 training complete
Cost on training data: 0.02415829608868647
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1839 training complete
Cost on training data: 0.02414851710537077
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1840 training complete
Cost on training data: 0.02413874957300297
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1841 training complete
Cost on training data: 0.024128993453412913
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1842 training complete
Cost on training data: 0.02411924870934306
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1843 training complete
Cost on training data: 0.024109515304381945
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1844 training complete
Cost on training data: 0.024099793202907026
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1845 training complete
Cost on training data: 0.02409008237002726
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1846 training complete
Cost on training data: 0.02408038277153935
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1847 training complete
Cost on training data: 0.024070694373881298
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1848 training complete
Cost on training data: 0.024061017144095313
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1849 training complete
Cost on training data: 0.02405135104979147
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1850 training complete
Cost on training data: 0.02404159527633313
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1851 training complete
Cost on training data: 0.02403141486638919
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1852 training complete
Cost on training data: 0.024021257901820203
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1853 training complete
Cost on training data: 0.024011125080979086
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1854 training complete
Cost on training data: 0.024001017793893548
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1855 training complete
Cost on training data: 0.023990932932816938
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1856 training complete
Cost on training data: 0.0239808698665002
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1857 training complete
Cost on training data: 0.02397082801268593
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1858 training complete
Cost on training data: 0.02396080683317457
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1859 training complete
Cost on training data: 0.02395080582945339
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1860 training complete
Cost on training data: 0.023940824538811085
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1861 training complete
Cost on training data: 0.023930862530880687
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1862 training complete
Cost on training data: 0.02392091940456576
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1863 training complete
Cost on training data: 0.023910994785299695
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1864 training complete
Cost on training data: 0.023901088322599982
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1865 training complete
Cost on training data: 0.02389119968788866
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1866 training complete
Cost on training data: 0.02388132857253671
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1867 training complete
Cost on training data: 0.023871474686121393
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1868 training complete
Cost on training data: 0.023861637754858365
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1869 training complete
Cost on training data: 0.02385181752019684
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1870 training complete
Cost on training data: 0.02384201373756134
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1871 training complete
Cost on training data: 0.02383222617521227
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1872 training complete
Cost on training data: 0.023822454613226116
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1873 training complete
Cost on training data: 0.02381269884257503
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1874 training complete
Cost on training data: 0.023802958664290014
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1875 training complete
Cost on training data: 0.023793233888709336
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1876 training complete
Cost on training data: 0.0237835243347983
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1877 training complete
Cost on training data: 0.02377382982952758
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1878 training complete
Cost on training data: 0.02376415020731353
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1879 training complete
Cost on training data: 0.02375448530950299
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1880 training complete
Cost on training data: 0.023744834237582717
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1881 training complete
Cost on training data: 0.023735184608048573
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1882 training complete
Cost on training data: 0.023725549293774312
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1883 training complete
Cost on training data: 0.023715928162387045
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1884 training complete
Cost on training data: 0.023706321086514107
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1885 training complete
Cost on training data: 0.023696727943442016
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1886 training complete
Cost on training data: 0.023687148614817195
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1887 training complete
Cost on training data: 0.023677582986362543
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1888 training complete
Cost on training data: 0.02366803094763183
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1889 training complete
Cost on training data: 0.023658492391772635
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1890 training complete
Cost on training data: 0.023648967215321084
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1891 training complete
Cost on training data: 0.02363945531800627
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1892 training complete
Cost on training data: 0.023629956602573648
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1893 training complete
Cost on training data: 0.023620470974623494
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1894 training complete
Cost on training data: 0.02361099834245899
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1895 training complete
Cost on training data: 0.023601538616951273
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1896 training complete
Cost on training data: 0.02359209171140812
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1897 training complete
Cost on training data: 0.023582657541457993
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1898 training complete
Cost on training data: 0.02357323602493956
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1899 training complete
Cost on training data: 0.023563827081800628
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1900 training complete
Cost on training data: 0.023554430634000027
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1901 training complete
Cost on training data: 0.02354504660542404
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1902 training complete
Cost on training data: 0.023535674921799726
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1903 training complete
Cost on training data: 0.02352631551061754
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1904 training complete
Cost on training data: 0.023516968301061984
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1905 training complete
Cost on training data: 0.023507633223940002
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1906 training complete
Cost on training data: 0.02349831021161794
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1907 training complete
Cost on training data: 0.023488999197962785
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1908 training complete
Cost on training data: 0.02347970011828289
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1909 training complete
Cost on training data: 0.023470412909276216
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1910 training complete
Cost on training data: 0.023461137508977596
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1911 training complete
Cost on training data: 0.023451873856712862
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1912 training complete
Cost on training data: 0.02344262189305141
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1913 training complete
Cost on training data: 0.02343338155976355
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1914 training complete
Cost on training data: 0.023424153309198434
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1915 training complete
Cost on training data: 0.02341494171357685
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1916 training complete
Cost on training data: 0.023405741668642725
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1917 training complete
Cost on training data: 0.023396553110888493
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1918 training complete
Cost on training data: 0.02338737597868702
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1919 training complete
Cost on training data: 0.02337821021217162
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1920 training complete
Cost on training data: 0.023369055753132435
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1921 training complete
Cost on training data: 0.023359912544918166
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1922 training complete
Cost on training data: 0.0233507805323441
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1923 training complete
Cost on training data: 0.023341659661616082
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1924 training complete
Cost on training data: 0.02333254988025088
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1925 training complete
Cost on training data: 0.02332345113701086
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1926 training complete
Cost on training data: 0.023314363381838264
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1927 training complete
Cost on training data: 0.02330528656580061
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1928 training complete
Cost on training data: 0.023296220641033608
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1929 training complete
Cost on training data: 0.023287165560693265
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1930 training complete
Cost on training data: 0.023278121278908596
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1931 training complete
Cost on training data: 0.0232690877507407
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1932 training complete
Cost on training data: 0.023260064932141934
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1933 training complete
Cost on training data: 0.023251052779918367
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1934 training complete
Cost on training data: 0.023242051251694457
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1935 training complete
Cost on training data: 0.023233060305882538
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1936 training complete
Cost on training data: 0.02322407990165181
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1937 training complete
Cost on training data: 0.023215114162055347
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1938 training complete
Cost on training data: 0.023206162835520096
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1939 training complete
Cost on training data: 0.02319722189797775
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1940 training complete
Cost on training data: 0.02318829130227076
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1941 training complete
Cost on training data: 0.023179371003254016
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1942 training complete
Cost on training data: 0.02317046095759943
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1943 training complete
Cost on training data: 0.023161561123623765
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1944 training complete
Cost on training data: 0.023152671461136125
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1945 training complete
Cost on training data: 0.023143791931299878
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1946 training complete
Cost on training data: 0.023134922496513707
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1947 training complete
Cost on training data: 0.023126063120303547
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1948 training complete
Cost on training data: 0.02311721376722857
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1949 training complete
Cost on training data: 0.023108374402795586
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1950 training complete
Cost on training data: 0.023099544993382
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1951 training complete
Cost on training data: 0.023090725506170192
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1952 training complete
Cost on training data: 0.023081915909088473
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1953 training complete
Cost on training data: 0.02307311617075396
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1954 training complete
Cost on training data: 0.023064326260424803
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1955 training complete
Cost on training data: 0.023055546147961018
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1956 training complete
Cost on training data: 0.023046775803780492
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1957 training complete
Cost on training data: 0.023038015198826926
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1958 training complete
Cost on training data: 0.023029264304537098
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1959 training complete
Cost on training data: 0.02302052309281321
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1960 training complete
Cost on training data: 0.02301179153599718
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1961 training complete
Cost on training data: 0.02300306960684654
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1962 training complete
Cost on training data: 0.02299435727851383
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1963 training complete
Cost on training data: 0.02298565452452709
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1964 training complete
Cost on training data: 0.022976961318772755
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1965 training complete
Cost on training data: 0.02296827763547814
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1966 training complete
Cost on training data: 0.02295960344920035
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1967 training complete
Cost on training data: 0.022950938734806497
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1968 training complete
Cost on training data: 0.022942283467469328
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1969 training complete
Cost on training data: 0.022933637576383774
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1970 training complete
Cost on training data: 0.02292500102535508
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1971 training complete
Cost on training data: 0.022916373847550513
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1972 training complete
Cost on training data: 0.02290775601923885
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1973 training complete
Cost on training data: 0.02289914751694277
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1974 training complete
Cost on training data: 0.022890548317429264
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1975 training complete
Cost on training data: 0.02288195839770591
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1976 training complete
Cost on training data: 0.022873377735006344
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1977 training complete
Cost on training data: 0.022864806306792128
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1978 training complete
Cost on training data: 0.02285624409074036
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1979 training complete
Cost on training data: 0.02284769106473905
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1980 training complete
Cost on training data: 0.022839147206883605
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1981 training complete
Cost on training data: 0.022830612495469547
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1982 training complete
Cost on training data: 0.02282208690898729
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1983 training complete
Cost on training data: 0.0228135704261186
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1984 training complete
Cost on training data: 0.02280506302573116
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1985 training complete
Cost on training data: 0.02279656468687439
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1986 training complete
Cost on training data: 0.022788075388775423
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1987 training complete
Cost on training data: 0.02277959511083505
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1988 training complete
Cost on training data: 0.022771123832623065
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1989 training complete
Cost on training data: 0.0227626615338764
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1990 training complete
Cost on training data: 0.022754208194494186
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1991 training complete
Cost on training data: 0.022745763794535235
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1992 training complete
Cost on training data: 0.022737328314212532
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1993 training complete
Cost on training data: 0.022728901733893893
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1994 training complete
Cost on training data: 0.022720484034095916
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1995 training complete
Cost on training data: 0.022712075195482576
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1996 training complete
Cost on training data: 0.02270367519885998
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1997 training complete
Cost on training data: 0.02269528402517792
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1998 training complete
Cost on training data: 0.02268690165552368
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660
Epoch 1999 training complete
Cost on training data: 0.022678528071119617
Accuracy on training data: 1334 / 1340
Accuracy on evaluation data: 658 / 660

7.6.4 可视化实验数据及实验结果

In [9]:

fig = plt.figure(figsize = (9,3))
#自定义cmap
top = cm.get_cmap('Oranges_r', 512)
bottom = cm.get_cmap('Blues', 512)
newcolors = np.vstack((top(np.linspace(0.55, 1, 512)),
                       bottom(np.linspace(0, 0.75, 512))))
cm_bright = ListedColormap(newcolors, name='OrangeBlue')
plt.subplot(121)
m1 = plt.scatter(*X.T,c = y,cmap = cm_bright,edgecolors='white',s = 20,linewidths = 0.5)
plt.title('train samples')
plt.axis('equal')
plt.subplot(122)
m2 = plt.scatter(*X_test.T,c = y_test,cmap = cm_bright,edgecolors='white',s = 20,linewidths = 0.5);
plt.title('test samples')
plt.axis('equal')
ax = fig.get_axes()
plt.colorbar(ax = ax);
plt.show();

prob = np.squeeze(net.predict_pro(p))
p1 = np.array([np.squeeze(pp) for pp in p])
fig, (ax1,ax2) = plt.subplots(1,2, figsize=(9, 3),subplot_kw = {'aspect':'equal'})
ax1.scatter(*p1.T,c = prob,cmap = cm_bright)
ax1.scatter(*X.T,c = y,cmap = cm_bright,edgecolors='white',s = 20,linewidths = 0.5)
ax1.set_title('train score:%.5f'%net.accuracy(training_data,convert=True))
mp = ax2.scatter(*p1.T,c = prob,cmap = cm_bright)
ax2.scatter(*X_test.T,c = y_test,cmap = cm_bright,edgecolors='white',s = 20,linewidths = 0.5)
ax2.set_title('test score:%.5f'%net.accuracy(test_data,convert=True));
plt.colorbar(mp,ax = [ax1,ax2]);
../../_images/2ndPart_Chapter7.ImageClassification_7.6_1DCNN_ClassificationProcess_11_0.png
../../_images/2ndPart_Chapter7.ImageClassification_7.6_1DCNN_ClassificationProcess_11_1.png

7.6.5 定义逐层可视化函数

In [10]:

def scatter(p, c, X, wb=None, cmap='Set3', value=True, zero_start=True):
    global y
    cols = p.shape[-1]
    #     assert cols in (1,2,3)
    fig = plt.figure(figsize=(6, 4))
    c_u = np.unique(c)

    if cols > 3:
        ax = plt.gca()
        ax.axis('equal')
        if wb is not None:
            a1, a2 = p.min(0)[:2] - 0.2
            b1, b2 = p.max(0)[:2] + 0.2
            (u1, u2, *_), b_ = wb
            y1, y2 = (a1 * u1 + b_) / (-u2), (b1 * u1 + b_) / (-u2)
            ax.plot([a1, b1], [y1, y2], 'k--')
            ax.set_ylim(a2, b2)

        st = ax.scatter(*p[:, :2].T, c=c, cmap=cmap)
        ax.scatter(*X[:, :2].T, c=y, alpha=0.7, cmap=cm_bright, edgecolors='white', s=20, linewidths=0.5)
        if value:
            fig.colorbar(st,shrink=0.8)
        else:
            if zero_start:
                fig.colorbar(st, ticks=np.linspace(0, c_u.shape[0] - 1, c_u.shape[0]),shrink=0.8)
            else:
                fig.colorbar(st, ticks=c_u,shrink=0.8)

        ax.set_xlabel('X')
        ax.set_ylabel('Y')

        return ax


    elif cols == 3:
        ax3d = Axes3D(fig)
        if wb is not None:
            (u1, u2, u3), b_ = wb
            a1, a2, a3 = p.min(0)[:3]
            b1, b2, b3 = p.max(0)[:3]
            if u3!=0:
                a, b = np.mgrid[a1 - 1:b1:10j, a2 - 1:b2:10j]
                z_ = (a * u1 + b * u2 + b_) / (-u3)
            else:
                if np.abs(u1)>np.abs(u2):
                    b, z_ = np.mgrid[a2-1:b2:10j,a3-1:b3:10j]
                    a = (b*u2+b_)/(-u1)
                else:
                    a,z_ = np.mgrid[a1-1:b1:10j,a3-1:b3:10j]
                    b = (a*u1+b_)/(-u2)
            wf = ax3d.plot_wireframe(a, b, z_)
            wf.set_color('k')

        mp = ax3d.scatter(*(p.T), c=c, cmap=cmap)
        ax3d.scatter(*X.T, c=y, cmap=cm_bright, edgecolors='white', s=40, linewidths=0.5)

        if value:
            fig.colorbar(mp, shrink=0.8)
        else:
            if zero_start:
                fig.colorbar(mp, shrink=0.8, ticks=np.linspace(0, c_u.shape[0] - 1, c_u.shape[0]))
            else:
                fig.colorbar(mp, ticks=c_u,shrink=0.8)

        ax3d.set_xlabel('X')
        ax3d.set_ylabel('Y')
        ax3d.set_zlabel('Z')
        return ax3d

    elif cols == 2:
        ax = plt.gca()
        ax.axis('equal')
        if wb is not None:
            a1, a2 = p.min(0) - 0.2
            b1, b2 = p.max(0) + 0.2
            (u1, u2), b_ = wb
            y1, y2 = (a1 * u1 + b_) / (-u2), (b1 * u1 + b_) / (-u2)
            ax.plot([a1, b1], [y1, y2], 'r--')
            ax.set_ylim(a2, b2)

        st = ax.scatter(*p.T, c=c, cmap=cmap)
        ax.scatter(*X.T, c=y, alpha=0.7, cmap=cm_bright, edgecolors='white', s=20, linewidths=0.5)
        if value:
            fig.colorbar(st,shrink=0.8)
        else:
            if zero_start:
                fig.colorbar(st, ticks=np.linspace(0, c_u.shape[0] - 1, c_u.shape[0]),shrink=0.8)
            else:
                fig.colorbar(st, ticks=c_u,shrink=0.8)

        ax.set_xlabel('X')
        ax.set_ylabel('Y')


    else:
        ax = plt.gca()
        t, tt = np.zeros_like(p.flat), np.zeros_like(X.flat)
        st = plt.scatter(p.flat, t, c=c, cmap=cmap)
        ax.scatter(X.flat, tt, c=y, alpha=0.7, cmap=cm_bright, edgecolors='white', s=20, linewidths=0.5)
        if value:
            fig.colorbar(st,shrink=0.8)
        else:
            if zero_start:
                fig.colorbar(st, ticks=np.linspace(0, c_u.shape[0] - 1, c_u.shape[0]),shrink=0.8)
            else:
                fig.colorbar(st, ticks=c_u,shrink=0.8)
    return ax

def add_hyperplane(ax,p,wb,color='gray'):
    #添加超平面
    cols = p.shape[-1]
    assert cols in [2,3]
    if cols==3:
        a1, a2 = p.min(0)[:2]
        b1, b2 = p.max(0)[:2]
        a, b = np.mgrid[a1 - 1:b1:10j, a2 - 1:b2:10j]
        (u1, u2, u3), b_ = wb
        z_ = (a * u1 + b * u2 + b_) / (-u3)
        ax.plot_wireframe(a,b,z_,color=color)
    else:
        a1, a2 = p.min(0) - 0.2
        b1, b2 = p.max(0) + 0.2
        (u1, u2), b_ = wb
        y1, y2 = (a1 * u1 + b_) / (-u2), (b1 * u1 + b_) / (-u2)
        ax.plot([a1, b1], [y1, y2], color=color)
    return ax

def mapping(code):
    # 转化为01编码的类型
    numMap = np.zeros(code.shape[0])
    uniq = np.unique(code, axis=0)
    for i, arr in enumerate(uniq):
        m = (np.sum(code == arr, axis=1) == code.shape[-1])
        numMap[m] = i
    return numMap

color_list = ['aquamarine', 'b', 'blueviolet','c', 'chartreuse',
 'darkcyan', 'darkgreen', 'darkkhaki', 'deeppink', 'deepskyblue',
 'gold', 'indigo', 'lightcoral', 'maroon', 'navy', 'olivedrab', 'peru',
 'pink', 'rosybrown', 'saddlebrown', 'slategray', 'steelblue', 'teal',
 'thistle', 'violet', 'y', 'yellow']
cmap = colors.ListedColormap(color_list)

7.6.6 卷积网络分类过程逐层可视化

In [11]:

%matplotlib notebook
W,B = [w.T for w in net.weights],[b.squeeze(1) for b in net.biases]
actf = net.activation_fn.fn
X = X[:200]
y = y[:200]
# plt.close('all')
inV, inX = p_0, X
layersBinCode = None
for layer,(w, b) in enumerate(zip(W, B)):
    l_num =layer+1
    if net.layers_type[layer]=='FC':
        if l_num < len(W):
            activation = 'relu'
            actf = net.activation_fn.fn
            actf_P = net.activation_fn.prime
        else:
            activation = 'sigmoid'
            actf = network.sigmoid_activation.fn
            actf_P = network.sigmoid_activation.prime

        transV = inV @ w + b
        transX = inX @ w + b
        actV = actf(transV)
        actX = actf(transX)

        # 第k层各个节点的划分(第k层的二进制编码)
        if activation == 'relu':
            layerBinCode = np.where(actV > 0, 1, 0)
        elif activation == 'sigmoid':
            #         layerBinCode = actV
            layerBinCode = np.where(actV > 0.5, 1, 0)
        elif activation == 'tanh':
            layerBinCode = np.where(actV > 0, 1, 0)
    else:
        conv_size = net.sizes[layer+1]
        activation='relu'
        actf = net.activation_fn.fn
        transV_ = np.zeros((inV.shape[0],conv_size[0],conv_size[1]))
        transX_ = np.zeros((inX.shape[0],conv_size[0],conv_size[1]))
        for c_num in range(inV.shape[1]-conv_size[1]+1):
            transV_[:,:,c_num]=inV[:,c_num:c_num+conv_size[1]].reshape(-1,conv_size[1])@w+b
            transX_[:,:,c_num]=inX[:,c_num:c_num+conv_size[1]].reshape(-1,conv_size[1])@w+b
        actV_ = actf(transV_)
        actX_ = actf(transX_)
        actX_max_pooling = np.max(actX_,axis=2)
        actV_max_pooling = np.max(actV_,axis=2)
        actX_max_ind = np.argmax(transX_,axis=2)
        actV_max_ind = np.argmax(transV_,axis=2)
#         actX_max_ind = np.argmax(actX_,axis=2)
#         actV_max_ind = np.argmax(actV_,axis=2)
        # 第k层各个节点的划分(第k层的二进制编码)
        if activation == 'relu':
            layerBinCode = np.where(actV_max_pooling > 0, 1, 0)
            layerBinCode_noP = np.where(actV_>0, 1, 0)
        elif activation == 'sigmoid':
            layerBinCode = np.where(actV_max_pooling > 0.5, 1, 0)
            layerBinCode_noP = np.where(actV_>0.5,1,0)
        elif activation == 'tanh':
            layerBinCode = np.where(actV_max_pooling > 0, 1, 0)
        actX = actX_max_pooling
        actV = actV_max_pooling
#         print(np.min(actV))
        transX = np.squeeze([t_x[list(range(transX_.shape[1])),a_i] for t_x,a_i in zip(transX_,actX_max_ind)])
        transV = np.squeeze([t_v[list(range(transV_.shape[1])),a_i] for t_v,a_i in zip(transV_,actV_max_ind)])


    layerNumCode = mapping(layerBinCode)
    # 第k层的激活神经元的数量
    layerNumCode2 = np.sum(layerBinCode, 1)

    # 前k层的二进制编码
    layersBinCode = layerBinCode if layersBinCode is None else np.hstack((layersBinCode, layerBinCode))
    # 前k层的数字编码
    layersNumCode = mapping(layersBinCode)
    # 前k层激活神经元的数量
    layersNumCode2 = np.sum(layersBinCode, 1)

    n = actV.shape[-1]

    l = np.vstack((w, b)).T.astype('<U5').tolist()
    sl = [';'.join(z) for z in l]
    projIn = '3d' if inV.shape[-1] == 3 else None
    projOut = '3d' if transV.shape[-1] == 3 else None
    for i in range(n):
        # 在输入空间形成超平面
        if net.layers_type[layer]=='FC':
            w_draw  = w[:, i]
            b_draw = b[i]
        else:
            w_draw = np.append(w[:,i],0)
            b_draw = b[i]
            transV_noP = transV_[:,i]
            actV_noP = actV_[:,i]
            tranX_noP = transX_[:,i]
            actX_noP = actX_[:,i]
#             ax = scatter(inV,transV_noP.T[0],inX,(np.append(w[:,i],0),b[i]),cmap='summer')
#             ax.set_title("卷积层的第0个线性变化及超平面")
#             ax = scatter(inV,transV_noP.T[1],inX,(np.append(0,w[:,i]),b[i]),cmap='summer')
#             ax.set_title("卷积层的第1个线性变化及超平面")
#             ax = scatter(inV[:,:2],transV_noP.T[0],inX[:,:2],(w[:,i],b[i]),cmap='summer')
#             ax.set_title("卷积层的第0个线性变化及超平面")
#             ax = scatter(inV[:,1:3],transV_noP.T[1],inX[:,1:3],(w[:,i],b[i]),cmap='summer')
#             ax.set_title("卷积层的第1个线性变化及超平面")
            ax = scatter(inV[:,:2],actV_noP.T[0],inX[:,:2],(w[:,i],b[i]),cmap='summer')
            ax.set_title("卷积层的第0个激活及超平面")
            ax = scatter(inV[:,1:3],actV_noP.T[1],inX[:,1:3],(w[:,i],b[i]),cmap='summer')
            ax.set_title("卷积层的第1个激活及超平面")
            ax = scatter(inV,layerBinCode_noP[:,i,:].T[0,:],inX,cmap='coolwarm',value=False)
            ax.set_title("卷积层的第0个特征图对输入空间的划分")
            ax = scatter(p_0,layerBinCode_noP[:,i,:].T[0,:],X, cmap='coolwarm', value=False)
            ax.set_title("卷积层的第0个特征图对原始空间的划分")
            ax = scatter(inV,layerBinCode_noP[:,i,:].T[1,:],inX,cmap='coolwarm',value=False)
            ax.set_title("卷积层的第1个特征图对输入空间的划分")
            ax = scatter(p_0,layerBinCode_noP[:,i,:].T[1,:],X,cmap='coolwarm',value=False)
            ax.set_title("卷积层的第1个特征图对原始空间的划分")

#             ax = scatter(inV,actV_max_ind.T[i],inX,cmap='rainbow',value=False)
#             ax.set_title('第%d个卷积层在输入空间最大池化'%(i))
            ax = scatter(p_0,actV_max_ind.T[i],X,cmap='Set1',value=False)
            ax.set_title('第%d个卷积层在原始空间最大池化'%(i))
        ax = scatter(inV, transV.T[i], inX, (w_draw, b_draw), cmap='summer')
        if net.layers_type[layer]=='C':
            add_hyperplane(ax,inV,(np.append(0,w[:,i]),b[i]))
        ax.set_title('第%d个节点形成超平面:' % (i) + str(sl[i]))
        # 后层每个节点对输入空间进行激活的值
        ax = scatter(inV, actV.T[i], inX, (w_draw, b_draw), cmap='summer')
        if net.layers_type[layer]=='C':
            add_hyperplane(ax,inV,(np.append(0,w[:,i]),b[i]))
        ax.set_title('第%d个节点激活' % (i))
        # 后层每个节点对输入空间的划分
        ax = scatter(inV, layerBinCode.T[i], inX, (w_draw, b_draw), cmap='coolwarm', value=False,zero_start=False)
        if net.layers_type[layer]=='C':
            add_hyperplane(ax,inV,(np.append(0,w[:,i]),b[i]))
        ax.set_title('第%d个节点对输入空间划分' % (i))
        # 在原始特征空间进行划分
        ax = scatter(p_0, layerBinCode.T[i], X, cmap='coolwarm', value=False,zero_start=False)
        ax.set_title('第%d个节点对原始特征空间划分' % (i))



    ax = scatter(inV, layerNumCode, inX, value=False,cmap='coolwarm')
    ax.set_title('第%d层对输入空间的总体划分' % (l_num))
    # 输入空间进行仿射变换后在后层空间中的情况
    ax = scatter(transV, layerNumCode2, transX, cmap='summer', value=False, zero_start=False)
    ax.set_title('第%d层对输入空间线性变化' % (l_num))
    # 输入空间在进行非线性变换后在后层空间中的情况
    ax = scatter(actV, layerNumCode2, actX, cmap='summer', value=False, zero_start=False)
    ax.set_title('第%d层对输入空间激活后编码情况' % (l_num))
    # 第k层对原始特征空间的总体划分（叠加？）
    ax = scatter(p_0, layerNumCode, X, value=False,zero_start=False,cmap='coolwarm')
    ax.set_title('第%d层对原始特征空间的总体划分' % (l_num))
    # 前k层对原始特征空间胞腔分解情况(叠加？)
    ax = scatter(p_0, layersNumCode, X, value=False, zero_start=False,cmap=cmap)
    ax.set_title('前%d层对原始特征空间的总体划分' % (l_num))

    inX = actX
    inV = actV
    plt.show();

D:\anaconda\lib\site-packages\ipykernel_launcher.py:5: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
  """

In [ ]: