用TensorFlow进行基本的图像分类

基本的图像分类

一、导入相关的Python包

二、导入数据集

这里用的是MNIST的数据集

三、对数据进行处理

四、建立模型

五、训练模型并进行检验

代码

# ！/usr/bin/env python
# —*— coding: utf-8 —*—
# @Time:    2019/12/29 9:52
# @Author:  Martin
# @File:    Clothes_Classification.py.py
# @Software:PyCharm

from __future__ import absolute_import, division, print_function, unicode_literals
from tensorflow import keras

fashion_mnist = keras.datasets.fashion_mnist
(train_images, train_labels), (test_images, test_labels) = fashion_mnist.load_data()

train_images = train_images / 255.0
test_images = test_images / 255.0

model = keras.Sequential([
    keras.layers.Flatten(input_shape=(28, 28)),
    keras.layers.Dense(128, activation='relu'),
    keras.layers.Dense(10, activation='softmax')
])

model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])

model.fit(train_images, train_labels, epochs=10)

test_loss, test_acc = model.evaluate(test_images, test_labels, verbose=2)
print('\nTest accuracy:', test_acc)

结果

Train on 60000 samples
Epoch 1/10

   32/60000 [..............................] - ETA: 14:49 - loss: 2.2886 - accuracy: 0.0000e+00
  896/60000 [..............................] - ETA: 34s - loss: 1.3809 - accuracy: 0.5513      
 1856/60000 [..............................] - ETA: 18s - loss: 1.1045 - accuracy: 0.6309
 2816/60000 [>.............................] - ETA: 12s - loss: 0.9648 - accuracy: 0.6747
 3776/60000 [>.............................] - ETA: 10s - loss: 0.8822 - accuracy: 0.7031
 4704/60000 [=>............................] - ETA: 8s - loss: 0.8309 - accuracy: 0.7213 
 5632/60000 [=>............................] - ETA: 7s - loss: 0.8036 - accuracy: 0.7310
 6560/60000 [==>...........................] - ETA: 6s - loss: 0.7779 - accuracy: 0.7380
 7520/60000 [==>...........................] - ETA: 6s - loss: 0.7652 - accuracy: 0.7422
 8448/60000 [===>..........................] - ETA: 5s - loss: 0.7513 - accuracy: 0.7468
 9376/60000 [===>..........................] - ETA: 5s - loss: 0.7344 - accuracy: 0.7511
10304/60000 [====>.........................] - ETA: 4s - loss: 0.7193 - accuracy: 0.7556
11264/60000 [====>.........................] - ETA: 4s - loss: 0.7038 - accuracy: 0.7588
12096/60000 [=====>........................] - ETA: 4s - loss: 0.6880 - accuracy: 0.7650
12928/60000 [=====>........................] - ETA: 4s - loss: 0.6789 - accuracy: 0.7692
13856/60000 [=====>........................] - ETA: 4s - loss: 0.6704 - accuracy: 0.7727
14816/60000 [======>.......................] - ETA: 3s - loss: 0.6643 - accuracy: 0.7744
15712/60000 [======>.......................] - ETA: 3s - loss: 0.6574 - accuracy: 0.7767
16640/60000 [=======>......................] - ETA: 3s - loss: 0.6489 - accuracy: 0.7798
17600/60000 [=======>......................] - ETA: 3s - loss: 0.6403 - accuracy: 0.7816
18592/60000 [========>.....................] - ETA: 3s - loss: 0.6314 - accuracy: 0.7854
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21408/60000 [=========>....................] - ETA: 2s - loss: 0.6177 - accuracy: 0.7892
22368/60000 [==========>...................] - ETA: 2s - loss: 0.6101 - accuracy: 0.7918
23264/60000 [==========>...................] - ETA: 2s - loss: 0.6061 - accuracy: 0.7931
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25152/60000 [===========>..................] - ETA: 2s - loss: 0.5986 - accuracy: 0.7956
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27008/60000 [============>.................] - ETA: 2s - loss: 0.5897 - accuracy: 0.7982
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28896/60000 [=============>................] - ETA: 2s - loss: 0.5808 - accuracy: 0.8015
29856/60000 [=============>................] - ETA: 2s - loss: 0.5775 - accuracy: 0.8028
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33664/60000 [===============>..............] - ETA: 1s - loss: 0.5619 - accuracy: 0.8075
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35520/60000 [================>.............] - ETA: 1s - loss: 0.5558 - accuracy: 0.8094
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37440/60000 [=================>............] - ETA: 1s - loss: 0.5488 - accuracy: 0.8114
38368/60000 [==================>...........] - ETA: 1s - loss: 0.5462 - accuracy: 0.8121
39296/60000 [==================>...........] - ETA: 1s - loss: 0.5447 - accuracy: 0.8127
40256/60000 [===================>..........] - ETA: 1s - loss: 0.5423 - accuracy: 0.8133
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43072/60000 [====================>.........] - ETA: 1s - loss: 0.5364 - accuracy: 0.8151
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44992/60000 [=====================>........] - ETA: 0s - loss: 0.5315 - accuracy: 0.8171
45888/60000 [=====================>........] - ETA: 0s - loss: 0.5294 - accuracy: 0.8178
46784/60000 [======================>.......] - ETA: 0s - loss: 0.5274 - accuracy: 0.8185
47744/60000 [======================>.......] - ETA: 0s - loss: 0.5250 - accuracy: 0.8194
48704/60000 [=======================>......] - ETA: 0s - loss: 0.5232 - accuracy: 0.8198
49632/60000 [=======================>......] - ETA: 0s - loss: 0.5212 - accuracy: 0.8204
50560/60000 [========================>.....] - ETA: 0s - loss: 0.5200 - accuracy: 0.8206
51520/60000 [========================>.....] - ETA: 0s - loss: 0.5181 - accuracy: 0.8210
52480/60000 [=========================>....] - ETA: 0s - loss: 0.5167 - accuracy: 0.8216
53440/60000 [=========================>....] - ETA: 0s - loss: 0.5144 - accuracy: 0.8221
54368/60000 [==========================>...] - ETA: 0s - loss: 0.5130 - accuracy: 0.8226
55296/60000 [==========================>...] - ETA: 0s - loss: 0.5109 - accuracy: 0.8231
56224/60000 [===========================>..] - ETA: 0s - loss: 0.5087 - accuracy: 0.8238
57184/60000 [===========================>..] - ETA: 0s - loss: 0.5070 - accuracy: 0.8240
58112/60000 [============================>.] - ETA: 0s - loss: 0.5061 - accuracy: 0.8242
59040/60000 [============================>.] - ETA: 0s - loss: 0.5044 - accuracy: 0.8248
60000/60000 [==============================] - 4s 62us/sample - loss: 0.5027 - accuracy: 0.8254
Epoch 2/10

   32/60000 [..............................] - ETA: 5s - loss: 0.2653 - accuracy: 0.8750
  992/60000 [..............................] - ETA: 3s - loss: 0.3935 - accuracy: 0.8690
 1920/60000 [..............................] - ETA: 3s - loss: 0.3932 - accuracy: 0.8656
 2848/60000 [>.............................] - ETA: 3s - loss: 0.3853 - accuracy: 0.8680
 3808/60000 [>.............................] - ETA: 3s - loss: 0.3753 - accuracy: 0.8700
 4768/60000 [=>............................] - ETA: 3s - loss: 0.3909 - accuracy: 0.8639
 5696/60000 [=>............................] - ETA: 2s - loss: 0.3916 - accuracy: 0.8638
 6624/60000 [==>...........................] - ETA: 2s - loss: 0.3896 - accuracy: 0.8632
 7584/60000 [==>...........................] - ETA: 2s - loss: 0.3923 - accuracy: 0.8630
 8544/60000 [===>..........................] - ETA: 2s - loss: 0.3958 - accuracy: 0.8638
 9472/60000 [===>..........................] - ETA: 2s - loss: 0.3961 - accuracy: 0.8636
10400/60000 [====>.........................] - ETA: 2s - loss: 0.3965 - accuracy: 0.8634
11360/60000 [====>.........................] - ETA: 2s - loss: 0.3957 - accuracy: 0.8635
12320/60000 [=====>........................] - ETA: 2s - loss: 0.3932 - accuracy: 0.8641
13280/60000 [=====>........................] - ETA: 2s - loss: 0.3915 - accuracy: 0.8651
14208/60000 [======>.......................] - ETA: 2s - loss: 0.3908 - accuracy: 0.8649
15168/60000 [======>.......................] - ETA: 2s - loss: 0.3909 - accuracy: 0.8649
16128/60000 [=======>......................] - ETA: 2s - loss: 0.3916 - accuracy: 0.8645
17056/60000 [=======>......................] - ETA: 2s - loss: 0.3880 - accuracy: 0.8655
18016/60000 [========>.....................] - ETA: 2s - loss: 0.3878 - accuracy: 0.8651
18976/60000 [========>.....................] - ETA: 2s - loss: 0.3860 - accuracy: 0.8656
19936/60000 [========>.....................] - ETA: 2s - loss: 0.3852 - accuracy: 0.8656
20864/60000 [=========>....................] - ETA: 2s - loss: 0.3858 - accuracy: 0.8652
21824/60000 [=========>....................] - ETA: 2s - loss: 0.3871 - accuracy: 0.8647
22784/60000 [==========>...................] - ETA: 2s - loss: 0.3869 - accuracy: 0.8644
23744/60000 [==========>...................] - ETA: 1s - loss: 0.3866 - accuracy: 0.8643
24672/60000 [===========>..................] - ETA: 1s - loss: 0.3873 - accuracy: 0.8639
25600/60000 [===========>..................] - ETA: 1s - loss: 0.3870 - accuracy: 0.8635
26560/60000 [============>.................] - ETA: 1s - loss: 0.3862 - accuracy: 0.8638
27520/60000 [============>.................] - ETA: 1s - loss: 0.3864 - accuracy: 0.8635
28448/60000 [=============>................] - ETA: 1s - loss: 0.3859 - accuracy: 0.8635
29376/60000 [=============>................] - ETA: 1s - loss: 0.3865 - accuracy: 0.8628
30336/60000 [==============>...............] - ETA: 1s - loss: 0.3859 - accuracy: 0.8628
31296/60000 [==============>...............] - ETA: 1s - loss: 0.3860 - accuracy: 0.8622
32224/60000 [===============>..............] - ETA: 1s - loss: 0.3861 - accuracy: 0.8619
33184/60000 [===============>..............] - ETA: 1s - loss: 0.3854 - accuracy: 0.8621
34144/60000 [================>.............] - ETA: 1s - loss: 0.3847 - accuracy: 0.8621
35104/60000 [================>.............] - ETA: 1s - loss: 0.3839 - accuracy: 0.8623
35968/60000 [================>.............] - ETA: 1s - loss: 0.3836 - accuracy: 0.8624
36896/60000 [=================>............] - ETA: 1s - loss: 0.3820 - accuracy: 0.8628
37856/60000 [=================>............] - ETA: 1s - loss: 0.3811 - accuracy: 0.8635
38816/60000 [==================>...........] - ETA: 1s - loss: 0.3803 - accuracy: 0.8637
39744/60000 [==================>...........] - ETA: 1s - loss: 0.3795 - accuracy: 0.8645
40704/60000 [===================>..........] - ETA: 1s - loss: 0.3785 - accuracy: 0.8646
41664/60000 [===================>..........] - ETA: 0s - loss: 0.3792 - accuracy: 0.8643
42592/60000 [====================>.........] - ETA: 0s - loss: 0.3793 - accuracy: 0.8644
43520/60000 [====================>.........] - ETA: 0s - loss: 0.3799 - accuracy: 0.8644
44448/60000 [=====================>........] - ETA: 0s - loss: 0.3794 - accuracy: 0.8647
45408/60000 [=====================>........] - ETA: 0s - loss: 0.3799 - accuracy: 0.8644
46304/60000 [======================>.......] - ETA: 0s - loss: 0.3802 - accuracy: 0.8641
47168/60000 [======================>.......] - ETA: 0s - loss: 0.3803 - accuracy: 0.8640
48000/60000 [=======================>......] - ETA: 0s - loss: 0.3793 - accuracy: 0.8644
48864/60000 [=======================>......] - ETA: 0s - loss: 0.3786 - accuracy: 0.8647
49792/60000 [=======================>......] - ETA: 0s - loss: 0.3782 - accuracy: 0.8650
50720/60000 [========================>.....] - ETA: 0s - loss: 0.3778 - accuracy: 0.8648
51584/60000 [========================>.....] - ETA: 0s - loss: 0.3780 - accuracy: 0.8650
52448/60000 [=========================>....] - ETA: 0s - loss: 0.3778 - accuracy: 0.8648
53344/60000 [=========================>....] - ETA: 0s - loss: 0.3776 - accuracy: 0.8647
54304/60000 [==========================>...] - ETA: 0s - loss: 0.3771 - accuracy: 0.8646
55200/60000 [==========================>...] - ETA: 0s - loss: 0.3769 - accuracy: 0.8647
56128/60000 [===========================>..] - ETA: 0s - loss: 0.3778 - accuracy: 0.8644
57088/60000 [===========================>..] - ETA: 0s - loss: 0.3777 - accuracy: 0.8644
58016/60000 [============================>.] - ETA: 0s - loss: 0.3776 - accuracy: 0.8643
58880/60000 [============================>.] - ETA: 0s - loss: 0.3764 - accuracy: 0.8645
59808/60000 [============================>.] - ETA: 0s - loss: 0.3758 - accuracy: 0.8647
60000/60000 [==============================] - 3s 55us/sample - loss: 0.3759 - accuracy: 0.8647
Epoch 3/10

   32/60000 [..............................] - ETA: 3s - loss: 0.3125 - accuracy: 0.9375
  896/60000 [..............................] - ETA: 3s - loss: 0.3276 - accuracy: 0.8817
 1792/60000 [..............................] - ETA: 3s - loss: 0.3461 - accuracy: 0.8789
 2656/60000 [>.............................] - ETA: 3s - loss: 0.3524 - accuracy: 0.8746
 3552/60000 [>.............................] - ETA: 3s - loss: 0.3447 - accuracy: 0.8753
 4480/60000 [=>............................] - ETA: 3s - loss: 0.3478 - accuracy: 0.8734
 5440/60000 [=>............................] - ETA: 3s - loss: 0.3538 - accuracy: 0.8711
 6368/60000 [==>...........................] - ETA: 3s - loss: 0.3575 - accuracy: 0.8714
 7296/60000 [==>...........................] - ETA: 2s - loss: 0.3581 - accuracy: 0.8717
 8224/60000 [===>..........................] - ETA: 2s - loss: 0.3502 - accuracy: 0.8751
 9184/60000 [===>..........................] - ETA: 2s - loss: 0.3476 - accuracy: 0.8754
10080/60000 [====>.........................] - ETA: 2s - loss: 0.3485 - accuracy: 0.8743
10976/60000 [====>.........................] - ETA: 2s - loss: 0.3525 - accuracy: 0.8722
11872/60000 [====>.........................] - ETA: 2s - loss: 0.3499 - accuracy: 0.8731
12800/60000 [=====>........................] - ETA: 2s - loss: 0.3497 - accuracy: 0.8735
13728/60000 [=====>........................] - ETA: 2s - loss: 0.3451 - accuracy: 0.8758
14624/60000 [======>.......................] - ETA: 2s - loss: 0.3436 - accuracy: 0.8758
15488/60000 [======>.......................] - ETA: 2s - loss: 0.3430 - accuracy: 0.8763
16352/60000 [=======>......................] - ETA: 2s - loss: 0.3413 - accuracy: 0.8769
17248/60000 [=======>......................] - ETA: 2s - loss: 0.3392 - accuracy: 0.8773
18144/60000 [========>.....................] - ETA: 2s - loss: 0.3394 - accuracy: 0.8770
19072/60000 [========>.....................] - ETA: 2s - loss: 0.3392 - accuracy: 0.8772
20000/60000 [=========>....................] - ETA: 2s - loss: 0.3405 - accuracy: 0.8770
20928/60000 [=========>....................] - ETA: 2s - loss: 0.3395 - accuracy: 0.8774
21824/60000 [=========>....................] - ETA: 2s - loss: 0.3385 - accuracy: 0.8780
22720/60000 [==========>...................] - ETA: 2s - loss: 0.3405 - accuracy: 0.8771
23648/60000 [==========>...................] - ETA: 2s - loss: 0.3398 - accuracy: 0.8771
24576/60000 [===========>..................] - ETA: 1s - loss: 0.3392 - accuracy: 0.8773
25536/60000 [===========>..................] - ETA: 1s - loss: 0.3404 - accuracy: 0.8769
26464/60000 [============>.................] - ETA: 1s - loss: 0.3414 - accuracy: 0.8765
27392/60000 [============>.................] - ETA: 1s - loss: 0.3402 - accuracy: 0.8772
28320/60000 [=============>................] - ETA: 1s - loss: 0.3379 - accuracy: 0.8779
29280/60000 [=============>................] - ETA: 1s - loss: 0.3387 - accuracy: 0.8776
30208/60000 [==============>...............] - ETA: 1s - loss: 0.3385 - accuracy: 0.8773
31072/60000 [==============>...............] - ETA: 1s - loss: 0.3378 - accuracy: 0.8776
32032/60000 [===============>..............] - ETA: 1s - loss: 0.3382 - accuracy: 0.8773
32992/60000 [===============>..............] - ETA: 1s - loss: 0.3392 - accuracy: 0.8770
33920/60000 [===============>..............] - ETA: 1s - loss: 0.3409 - accuracy: 0.8767
34816/60000 [================>.............] - ETA: 1s - loss: 0.3414 - accuracy: 0.8765
35776/60000 [================>.............] - ETA: 1s - loss: 0.3420 - accuracy: 0.8762
36736/60000 [=================>............] - ETA: 1s - loss: 0.3410 - accuracy: 0.8764
37632/60000 [=================>............] - ETA: 1s - loss: 0.3412 - accuracy: 0.8764
38528/60000 [==================>...........] - ETA: 1s - loss: 0.3406 - accuracy: 0.8765
39488/60000 [==================>...........] - ETA: 1s - loss: 0.3407 - accuracy: 0.8767
40448/60000 [===================>..........] - ETA: 1s - loss: 0.3401 - accuracy: 0.8768
41376/60000 [===================>..........] - ETA: 1s - loss: 0.3403 - accuracy: 0.8768
42304/60000 [====================>.........] - ETA: 0s - loss: 0.3394 - accuracy: 0.8770
43264/60000 [====================>.........] - ETA: 0s - loss: 0.3389 - accuracy: 0.8770
44224/60000 [=====================>........] - ETA: 0s - loss: 0.3386 - accuracy: 0.8772
45152/60000 [=====================>........] - ETA: 0s - loss: 0.3390 - accuracy: 0.8774
46080/60000 [======================>.......] - ETA: 0s - loss: 0.3391 - accuracy: 0.8774
47008/60000 [======================>.......] - ETA: 0s - loss: 0.3386 - accuracy: 0.8776
47968/60000 [======================>.......] - ETA: 0s - loss: 0.3379 - accuracy: 0.8780
48896/60000 [=======================>......] - ETA: 0s - loss: 0.3381 - accuracy: 0.8778
49792/60000 [=======================>......] - ETA: 0s - loss: 0.3368 - accuracy: 0.8782
50720/60000 [========================>.....] - ETA: 0s - loss: 0.3371 - accuracy: 0.8779
51680/60000 [========================>.....] - ETA: 0s - loss: 0.3373 - accuracy: 0.8778
52576/60000 [=========================>....] - ETA: 0s - loss: 0.3371 - accuracy: 0.8778
53504/60000 [=========================>....] - ETA: 0s - loss: 0.3372 - accuracy: 0.8776
54464/60000 [==========================>...] - ETA: 0s - loss: 0.3371 - accuracy: 0.8776
55392/60000 [==========================>...] - ETA: 0s - loss: 0.3377 - accuracy: 0.8775
56352/60000 [===========================>..] - ETA: 0s - loss: 0.3381 - accuracy: 0.8775
57248/60000 [===========================>..] - ETA: 0s - loss: 0.3379 - accuracy: 0.8777
58176/60000 [============================>.] - ETA: 0s - loss: 0.3379 - accuracy: 0.8776
59136/60000 [============================>.] - ETA: 0s - loss: 0.3378 - accuracy: 0.8775
60000/60000 [==============================] - 3s 55us/sample - loss: 0.3376 - accuracy: 0.8775
Epoch 4/10

   32/60000 [..............................] - ETA: 5s - loss: 0.4336 - accuracy: 0.8125
  928/60000 [..............................] - ETA: 3s - loss: 0.3128 - accuracy: 0.8772
 1824/60000 [..............................] - ETA: 3s - loss: 0.3132 - accuracy: 0.8805
 2752/60000 [>.............................] - ETA: 3s - loss: 0.3086 - accuracy: 0.8863
 3712/60000 [>.............................] - ETA: 3s - loss: 0.3073 - accuracy: 0.8885
 4672/60000 [=>............................] - ETA: 3s - loss: 0.3109 - accuracy: 0.8872
 5568/60000 [=>............................] - ETA: 3s - loss: 0.3144 - accuracy: 0.8869
 6496/60000 [==>...........................] - ETA: 2s - loss: 0.3162 - accuracy: 0.8856
 7456/60000 [==>...........................] - ETA: 2s - loss: 0.3185 - accuracy: 0.8836
 8416/60000 [===>..........................] - ETA: 2s - loss: 0.3188 - accuracy: 0.8831
 9376/60000 [===>..........................] - ETA: 2s - loss: 0.3204 - accuracy: 0.8832
10304/60000 [====>.........................] - ETA: 2s - loss: 0.3225 - accuracy: 0.8827
11232/60000 [====>.........................] - ETA: 2s - loss: 0.3213 - accuracy: 0.8835
12192/60000 [=====>........................] - ETA: 2s - loss: 0.3175 - accuracy: 0.8845
13120/60000 [=====>........................] - ETA: 2s - loss: 0.3193 - accuracy: 0.8846
14048/60000 [======>.......................] - ETA: 2s - loss: 0.3166 - accuracy: 0.8850
14976/60000 [======>.......................] - ETA: 2s - loss: 0.3177 - accuracy: 0.8843
15936/60000 [======>.......................] - ETA: 2s - loss: 0.3145 - accuracy: 0.8855
16896/60000 [=======>......................] - ETA: 2s - loss: 0.3156 - accuracy: 0.8851
17824/60000 [=======>......................] - ETA: 2s - loss: 0.3146 - accuracy: 0.8854
18752/60000 [========>.....................] - ETA: 2s - loss: 0.3148 - accuracy: 0.8852
19712/60000 [========>.....................] - ETA: 2s - loss: 0.3140 - accuracy: 0.8858
20672/60000 [=========>....................] - ETA: 2s - loss: 0.3171 - accuracy: 0.8849
21600/60000 [=========>....................] - ETA: 2s - loss: 0.3176 - accuracy: 0.8844
22528/60000 [==========>...................] - ETA: 2s - loss: 0.3155 - accuracy: 0.8850
23456/60000 [==========>...................] - ETA: 1s - loss: 0.3151 - accuracy: 0.8854
24416/60000 [===========>..................] - ETA: 1s - loss: 0.3145 - accuracy: 0.8852
25280/60000 [===========>..................] - ETA: 1s - loss: 0.3164 - accuracy: 0.8845
26144/60000 [============>.................] - ETA: 1s - loss: 0.3164 - accuracy: 0.8843
27072/60000 [============>.................] - ETA: 1s - loss: 0.3151 - accuracy: 0.8853
28032/60000 [=============>................] - ETA: 1s - loss: 0.3152 - accuracy: 0.8853
28960/60000 [=============>................] - ETA: 1s - loss: 0.3144 - accuracy: 0.8854
29856/60000 [=============>................] - ETA: 1s - loss: 0.3124 - accuracy: 0.8858
30784/60000 [==============>...............] - ETA: 1s - loss: 0.3125 - accuracy: 0.8861
31744/60000 [==============>...............] - ETA: 1s - loss: 0.3119 - accuracy: 0.8865
32672/60000 [===============>..............] - ETA: 1s - loss: 0.3120 - accuracy: 0.8864
33600/60000 [===============>..............] - ETA: 1s - loss: 0.3117 - accuracy: 0.8865
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59840/60000 [============================>.] - ETA: 0s - loss: 0.3109 - accuracy: 0.8859
60000/60000 [==============================] - 3s 55us/sample - loss: 0.3108 - accuracy: 0.8860
Epoch 5/10

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60000/60000 [==============================] - 4s 61us/sample - loss: 0.2974 - accuracy: 0.8903
Epoch 6/10

   32/60000 [..............................] - ETA: 5s - loss: 0.5641 - accuracy: 0.8750
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60000/60000 [==============================] - 4s 66us/sample - loss: 0.2801 - accuracy: 0.8955
Epoch 7/10

   32/60000 [..............................] - ETA: 5s - loss: 0.2263 - accuracy: 0.9062
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52800/60000 [=========================>....] - ETA: 0s - loss: 0.2681 - accuracy: 0.9015
53568/60000 [=========================>....] - ETA: 0s - loss: 0.2678 - accuracy: 0.9016
54368/60000 [==========================>...] - ETA: 0s - loss: 0.2681 - accuracy: 0.9015
55168/60000 [==========================>...] - ETA: 0s - loss: 0.2683 - accuracy: 0.9013
55968/60000 [==========================>...] - ETA: 0s - loss: 0.2692 - accuracy: 0.9011
56768/60000 [===========================>..] - ETA: 0s - loss: 0.2698 - accuracy: 0.9010
57568/60000 [===========================>..] - ETA: 0s - loss: 0.2697 - accuracy: 0.9010
58368/60000 [============================>.] - ETA: 0s - loss: 0.2700 - accuracy: 0.9009
59168/60000 [============================>.] - ETA: 0s - loss: 0.2698 - accuracy: 0.9009
59936/60000 [============================>.] - ETA: 0s - loss: 0.2697 - accuracy: 0.9009
60000/60000 [==============================] - 4s 66us/sample - loss: 0.2696 - accuracy: 0.9009
Epoch 8/10

   32/60000 [..............................] - ETA: 5s - loss: 0.6250 - accuracy: 0.8125
  800/60000 [..............................] - ETA: 3s - loss: 0.2792 - accuracy: 0.8913
 1600/60000 [..............................] - ETA: 3s - loss: 0.2604 - accuracy: 0.8988
 2368/60000 [>.............................] - ETA: 3s - loss: 0.2494 - accuracy: 0.9029
 3104/60000 [>.............................] - ETA: 3s - loss: 0.2525 - accuracy: 0.9017
 3872/60000 [>.............................] - ETA: 3s - loss: 0.2586 - accuracy: 0.9006
 4640/60000 [=>............................] - ETA: 3s - loss: 0.2631 - accuracy: 0.8987
 5440/60000 [=>............................] - ETA: 3s - loss: 0.2701 - accuracy: 0.8976
 6176/60000 [==>...........................] - ETA: 3s - loss: 0.2692 - accuracy: 0.8985
 6912/60000 [==>...........................] - ETA: 3s - loss: 0.2688 - accuracy: 0.8999
 7680/60000 [==>...........................] - ETA: 3s - loss: 0.2639 - accuracy: 0.9020
 8480/60000 [===>..........................] - ETA: 3s - loss: 0.2637 - accuracy: 0.9009
 9280/60000 [===>..........................] - ETA: 3s - loss: 0.2614 - accuracy: 0.9019
10048/60000 [====>.........................] - ETA: 3s - loss: 0.2591 - accuracy: 0.9034
10816/60000 [====>.........................] - ETA: 3s - loss: 0.2588 - accuracy: 0.9040
11616/60000 [====>.........................] - ETA: 3s - loss: 0.2571 - accuracy: 0.9051
12416/60000 [=====>........................] - ETA: 3s - loss: 0.2586 - accuracy: 0.9049
13184/60000 [=====>........................] - ETA: 3s - loss: 0.2580 - accuracy: 0.9049
13984/60000 [=====>........................] - ETA: 3s - loss: 0.2582 - accuracy: 0.9046
14752/60000 [======>.......................] - ETA: 2s - loss: 0.2574 - accuracy: 0.9052
15552/60000 [======>.......................] - ETA: 2s - loss: 0.2590 - accuracy: 0.9052
16352/60000 [=======>......................] - ETA: 2s - loss: 0.2588 - accuracy: 0.9058
17120/60000 [=======>......................] - ETA: 2s - loss: 0.2585 - accuracy: 0.9054
17888/60000 [=======>......................] - ETA: 2s - loss: 0.2588 - accuracy: 0.9054
18656/60000 [========>.....................] - ETA: 2s - loss: 0.2594 - accuracy: 0.9053
19456/60000 [========>.....................] - ETA: 2s - loss: 0.2608 - accuracy: 0.9050
20224/60000 [=========>....................] - ETA: 2s - loss: 0.2601 - accuracy: 0.9055
20960/60000 [=========>....................] - ETA: 2s - loss: 0.2590 - accuracy: 0.9058
21728/60000 [=========>....................] - ETA: 2s - loss: 0.2592 - accuracy: 0.9055
22528/60000 [==========>...................] - ETA: 2s - loss: 0.2582 - accuracy: 0.9061
23328/60000 [==========>...................] - ETA: 2s - loss: 0.2570 - accuracy: 0.9062
24096/60000 [===========>..................] - ETA: 2s - loss: 0.2574 - accuracy: 0.9059
24864/60000 [===========>..................] - ETA: 2s - loss: 0.2580 - accuracy: 0.9058
25664/60000 [===========>..................] - ETA: 2s - loss: 0.2578 - accuracy: 0.9056
26464/60000 [============>.................] - ETA: 2s - loss: 0.2571 - accuracy: 0.9056
27200/60000 [============>.................] - ETA: 2s - loss: 0.2574 - accuracy: 0.9051
27968/60000 [============>.................] - ETA: 2s - loss: 0.2577 - accuracy: 0.9052
28768/60000 [=============>................] - ETA: 2s - loss: 0.2579 - accuracy: 0.9050
29568/60000 [=============>................] - ETA: 1s - loss: 0.2571 - accuracy: 0.9053
30336/60000 [==============>...............] - ETA: 1s - loss: 0.2571 - accuracy: 0.9051
31104/60000 [==============>...............] - ETA: 1s - loss: 0.2562 - accuracy: 0.9057
31904/60000 [==============>...............] - ETA: 1s - loss: 0.2560 - accuracy: 0.9058
32704/60000 [===============>..............] - ETA: 1s - loss: 0.2550 - accuracy: 0.9060
33504/60000 [===============>..............] - ETA: 1s - loss: 0.2553 - accuracy: 0.9061
34272/60000 [================>.............] - ETA: 1s - loss: 0.2552 - accuracy: 0.9062
35040/60000 [================>.............] - ETA: 1s - loss: 0.2545 - accuracy: 0.9065
35840/60000 [================>.............] - ETA: 1s - loss: 0.2544 - accuracy: 0.9066
36608/60000 [=================>............] - ETA: 1s - loss: 0.2540 - accuracy: 0.9067
37408/60000 [=================>............] - ETA: 1s - loss: 0.2550 - accuracy: 0.9065
38208/60000 [==================>...........] - ETA: 1s - loss: 0.2550 - accuracy: 0.9066
39008/60000 [==================>...........] - ETA: 1s - loss: 0.2556 - accuracy: 0.9064
39776/60000 [==================>...........] - ETA: 1s - loss: 0.2553 - accuracy: 0.9065
40576/60000 [===================>..........] - ETA: 1s - loss: 0.2551 - accuracy: 0.9065
41344/60000 [===================>..........] - ETA: 1s - loss: 0.2550 - accuracy: 0.9065
42144/60000 [====================>.........] - ETA: 1s - loss: 0.2551 - accuracy: 0.9066
42912/60000 [====================>.........] - ETA: 1s - loss: 0.2540 - accuracy: 0.9069
43680/60000 [====================>.........] - ETA: 1s - loss: 0.2539 - accuracy: 0.9070
44480/60000 [=====================>........] - ETA: 1s - loss: 0.2541 - accuracy: 0.9070
45280/60000 [=====================>........] - ETA: 0s - loss: 0.2544 - accuracy: 0.9071
46016/60000 [======================>.......] - ETA: 0s - loss: 0.2543 - accuracy: 0.9071
46752/60000 [======================>.......] - ETA: 0s - loss: 0.2546 - accuracy: 0.9070
47520/60000 [======================>.......] - ETA: 0s - loss: 0.2547 - accuracy: 0.9069
48320/60000 [=======================>......] - ETA: 0s - loss: 0.2545 - accuracy: 0.9070
49088/60000 [=======================>......] - ETA: 0s - loss: 0.2551 - accuracy: 0.9068
49856/60000 [=======================>......] - ETA: 0s - loss: 0.2560 - accuracy: 0.9066
50624/60000 [========================>.....] - ETA: 0s - loss: 0.2556 - accuracy: 0.9068
51392/60000 [========================>.....] - ETA: 0s - loss: 0.2555 - accuracy: 0.9068
52128/60000 [=========================>....] - ETA: 0s - loss: 0.2557 - accuracy: 0.9066
52896/60000 [=========================>....] - ETA: 0s - loss: 0.2556 - accuracy: 0.9067
53696/60000 [=========================>....] - ETA: 0s - loss: 0.2558 - accuracy: 0.9066
54496/60000 [==========================>...] - ETA: 0s - loss: 0.2562 - accuracy: 0.9067
55232/60000 [==========================>...] - ETA: 0s - loss: 0.2565 - accuracy: 0.9065
56000/60000 [===========================>..] - ETA: 0s - loss: 0.2570 - accuracy: 0.9063
56800/60000 [===========================>..] - ETA: 0s - loss: 0.2574 - accuracy: 0.9062
57600/60000 [===========================>..] - ETA: 0s - loss: 0.2574 - accuracy: 0.9061
58400/60000 [============================>.] - ETA: 0s - loss: 0.2573 - accuracy: 0.9063
59168/60000 [============================>.] - ETA: 0s - loss: 0.2571 - accuracy: 0.9064
59936/60000 [============================>.] - ETA: 0s - loss: 0.2571 - accuracy: 0.9062
60000/60000 [==============================] - 4s 66us/sample - loss: 0.2570 - accuracy: 0.9062
Epoch 9/10

   32/60000 [..............................] - ETA: 7s - loss: 0.2912 - accuracy: 0.9062
  832/60000 [..............................] - ETA: 3s - loss: 0.2579 - accuracy: 0.9111
 1600/60000 [..............................] - ETA: 3s - loss: 0.2457 - accuracy: 0.9100
 2336/60000 [>.............................] - ETA: 3s - loss: 0.2393 - accuracy: 0.9110
 3104/60000 [>.............................] - ETA: 3s - loss: 0.2325 - accuracy: 0.9124
 3872/60000 [>.............................] - ETA: 3s - loss: 0.2324 - accuracy: 0.9119
 4640/60000 [=>............................] - ETA: 3s - loss: 0.2349 - accuracy: 0.9114
 5408/60000 [=>............................] - ETA: 3s - loss: 0.2343 - accuracy: 0.9125
 6176/60000 [==>...........................] - ETA: 3s - loss: 0.2385 - accuracy: 0.9118
 6976/60000 [==>...........................] - ETA: 3s - loss: 0.2391 - accuracy: 0.9114
 7776/60000 [==>...........................] - ETA: 3s - loss: 0.2439 - accuracy: 0.9096
 8512/60000 [===>..........................] - ETA: 3s - loss: 0.2430 - accuracy: 0.9093
 9280/60000 [===>..........................] - ETA: 3s - loss: 0.2437 - accuracy: 0.9084
10080/60000 [====>.........................] - ETA: 3s - loss: 0.2456 - accuracy: 0.9073
10912/60000 [====>.........................] - ETA: 3s - loss: 0.2480 - accuracy: 0.9070
11712/60000 [====>.........................] - ETA: 3s - loss: 0.2484 - accuracy: 0.9072
12480/60000 [=====>........................] - ETA: 3s - loss: 0.2504 - accuracy: 0.9066
13248/60000 [=====>........................] - ETA: 3s - loss: 0.2502 - accuracy: 0.9065
14048/60000 [======>.......................] - ETA: 3s - loss: 0.2512 - accuracy: 0.9062
14848/60000 [======>.......................] - ETA: 2s - loss: 0.2507 - accuracy: 0.9060
15616/60000 [======>.......................] - ETA: 2s - loss: 0.2505 - accuracy: 0.9066
16416/60000 [=======>......................] - ETA: 2s - loss: 0.2491 - accuracy: 0.9070
17216/60000 [=======>......................] - ETA: 2s - loss: 0.2485 - accuracy: 0.9075
18016/60000 [========>.....................] - ETA: 2s - loss: 0.2494 - accuracy: 0.9074
18784/60000 [========>.....................] - ETA: 2s - loss: 0.2488 - accuracy: 0.9078
19552/60000 [========>.....................] - ETA: 2s - loss: 0.2480 - accuracy: 0.9081
20352/60000 [=========>....................] - ETA: 2s - loss: 0.2478 - accuracy: 0.9080
21184/60000 [=========>....................] - ETA: 2s - loss: 0.2489 - accuracy: 0.9072
21984/60000 [=========>....................] - ETA: 2s - loss: 0.2481 - accuracy: 0.9076
22752/60000 [==========>...................] - ETA: 2s - loss: 0.2479 - accuracy: 0.9076
23552/60000 [==========>...................] - ETA: 2s - loss: 0.2482 - accuracy: 0.9077
24352/60000 [===========>..................] - ETA: 2s - loss: 0.2489 - accuracy: 0.9076
25120/60000 [===========>..................] - ETA: 2s - loss: 0.2498 - accuracy: 0.9071
25888/60000 [===========>..................] - ETA: 2s - loss: 0.2484 - accuracy: 0.9078
26720/60000 [============>.................] - ETA: 2s - loss: 0.2476 - accuracy: 0.9082
27552/60000 [============>.................] - ETA: 2s - loss: 0.2479 - accuracy: 0.9080
28288/60000 [=============>................] - ETA: 2s - loss: 0.2498 - accuracy: 0.9072
29056/60000 [=============>................] - ETA: 2s - loss: 0.2491 - accuracy: 0.9075
29856/60000 [=============>................] - ETA: 1s - loss: 0.2490 - accuracy: 0.9075
30656/60000 [==============>...............] - ETA: 1s - loss: 0.2481 - accuracy: 0.9078
31456/60000 [==============>...............] - ETA: 1s - loss: 0.2471 - accuracy: 0.9082
32256/60000 [===============>..............] - ETA: 1s - loss: 0.2478 - accuracy: 0.9080
33056/60000 [===============>..............] - ETA: 1s - loss: 0.2477 - accuracy: 0.9082
33856/60000 [===============>..............] - ETA: 1s - loss: 0.2479 - accuracy: 0.9082
34656/60000 [================>.............] - ETA: 1s - loss: 0.2478 - accuracy: 0.9083
35456/60000 [================>.............] - ETA: 1s - loss: 0.2489 - accuracy: 0.9079
36224/60000 [=================>............] - ETA: 1s - loss: 0.2491 - accuracy: 0.9079
37024/60000 [=================>............] - ETA: 1s - loss: 0.2495 - accuracy: 0.9078
37856/60000 [=================>............] - ETA: 1s - loss: 0.2496 - accuracy: 0.9077
38656/60000 [==================>...........] - ETA: 1s - loss: 0.2502 - accuracy: 0.9073
39424/60000 [==================>...........] - ETA: 1s - loss: 0.2504 - accuracy: 0.9072
40160/60000 [===================>..........] - ETA: 1s - loss: 0.2503 - accuracy: 0.9073
40928/60000 [===================>..........] - ETA: 1s - loss: 0.2509 - accuracy: 0.9073
41664/60000 [===================>..........] - ETA: 1s - loss: 0.2510 - accuracy: 0.9072
42432/60000 [====================>.........] - ETA: 1s - loss: 0.2511 - accuracy: 0.9072
43232/60000 [====================>.........] - ETA: 1s - loss: 0.2514 - accuracy: 0.9070
44000/60000 [=====================>........] - ETA: 1s - loss: 0.2511 - accuracy: 0.9070
44768/60000 [=====================>........] - ETA: 0s - loss: 0.2508 - accuracy: 0.9071
45536/60000 [=====================>........] - ETA: 0s - loss: 0.2509 - accuracy: 0.9069
46336/60000 [======================>.......] - ETA: 0s - loss: 0.2507 - accuracy: 0.9070
47136/60000 [======================>.......] - ETA: 0s - loss: 0.2504 - accuracy: 0.9069
47904/60000 [======================>.......] - ETA: 0s - loss: 0.2507 - accuracy: 0.9067
48672/60000 [=======================>......] - ETA: 0s - loss: 0.2508 - accuracy: 0.9068
49440/60000 [=======================>......] - ETA: 0s - loss: 0.2506 - accuracy: 0.9068
50240/60000 [========================>.....] - ETA: 0s - loss: 0.2508 - accuracy: 0.9067
51040/60000 [========================>.....] - ETA: 0s - loss: 0.2506 - accuracy: 0.9068
51840/60000 [========================>.....] - ETA: 0s - loss: 0.2504 - accuracy: 0.9066
52640/60000 [=========================>....] - ETA: 0s - loss: 0.2503 - accuracy: 0.9065
53440/60000 [=========================>....] - ETA: 0s - loss: 0.2503 - accuracy: 0.9065
54240/60000 [==========================>...] - ETA: 0s - loss: 0.2505 - accuracy: 0.9063
54976/60000 [==========================>...] - ETA: 0s - loss: 0.2502 - accuracy: 0.9065
55744/60000 [==========================>...] - ETA: 0s - loss: 0.2500 - accuracy: 0.9066
56512/60000 [===========================>..] - ETA: 0s - loss: 0.2503 - accuracy: 0.9063
57312/60000 [===========================>..] - ETA: 0s - loss: 0.2505 - accuracy: 0.9062
58144/60000 [============================>.] - ETA: 0s - loss: 0.2505 - accuracy: 0.9062
58944/60000 [============================>.] - ETA: 0s - loss: 0.2501 - accuracy: 0.9062
59712/60000 [============================>.] - ETA: 0s - loss: 0.2503 - accuracy: 0.9060
60000/60000 [==============================] - 4s 65us/sample - loss: 0.2503 - accuracy: 0.9061
Epoch 10/10

   32/60000 [..............................] - ETA: 5s - loss: 0.4787 - accuracy: 0.9062
  832/60000 [..............................] - ETA: 3s - loss: 0.2212 - accuracy: 0.9195
 1600/60000 [..............................] - ETA: 3s - loss: 0.2234 - accuracy: 0.9181
 2368/60000 [>.............................] - ETA: 3s - loss: 0.2328 - accuracy: 0.9139
 3136/60000 [>.............................] - ETA: 3s - loss: 0.2272 - accuracy: 0.9171
 3936/60000 [>.............................] - ETA: 3s - loss: 0.2282 - accuracy: 0.9179
 4736/60000 [=>............................] - ETA: 3s - loss: 0.2318 - accuracy: 0.9153
 5536/60000 [=>............................] - ETA: 3s - loss: 0.2313 - accuracy: 0.9169
 6336/60000 [==>...........................] - ETA: 3s - loss: 0.2313 - accuracy: 0.9168
 7136/60000 [==>...........................] - ETA: 3s - loss: 0.2288 - accuracy: 0.9170
 7936/60000 [==>...........................] - ETA: 3s - loss: 0.2286 - accuracy: 0.9170
 8704/60000 [===>..........................] - ETA: 3s - loss: 0.2276 - accuracy: 0.9167
 9504/60000 [===>..........................] - ETA: 3s - loss: 0.2320 - accuracy: 0.9151
10304/60000 [====>.........................] - ETA: 3s - loss: 0.2332 - accuracy: 0.9142
11104/60000 [====>.........................] - ETA: 3s - loss: 0.2366 - accuracy: 0.9135
11872/60000 [====>.........................] - ETA: 3s - loss: 0.2381 - accuracy: 0.9136
12640/60000 [=====>........................] - ETA: 3s - loss: 0.2374 - accuracy: 0.9136
13440/60000 [=====>........................] - ETA: 3s - loss: 0.2376 - accuracy: 0.9130
14240/60000 [======>.......................] - ETA: 2s - loss: 0.2368 - accuracy: 0.9131
15008/60000 [======>.......................] - ETA: 2s - loss: 0.2358 - accuracy: 0.9138
15776/60000 [======>.......................] - ETA: 2s - loss: 0.2369 - accuracy: 0.9130
16576/60000 [=======>......................] - ETA: 2s - loss: 0.2373 - accuracy: 0.9132
17376/60000 [=======>......................] - ETA: 2s - loss: 0.2357 - accuracy: 0.9134
18144/60000 [========>.....................] - ETA: 2s - loss: 0.2347 - accuracy: 0.9136
18912/60000 [========>.....................] - ETA: 2s - loss: 0.2358 - accuracy: 0.9131
19712/60000 [========>.....................] - ETA: 2s - loss: 0.2360 - accuracy: 0.9133
20512/60000 [=========>....................] - ETA: 2s - loss: 0.2356 - accuracy: 0.9131
21280/60000 [=========>....................] - ETA: 2s - loss: 0.2352 - accuracy: 0.9136
22048/60000 [==========>...................] - ETA: 2s - loss: 0.2356 - accuracy: 0.9133
22848/60000 [==========>...................] - ETA: 2s - loss: 0.2360 - accuracy: 0.9131
23648/60000 [==========>...................] - ETA: 2s - loss: 0.2366 - accuracy: 0.9128
24416/60000 [===========>..................] - ETA: 2s - loss: 0.2365 - accuracy: 0.9128
25184/60000 [===========>..................] - ETA: 2s - loss: 0.2362 - accuracy: 0.9131
25952/60000 [===========>..................] - ETA: 2s - loss: 0.2361 - accuracy: 0.9133
26752/60000 [============>.................] - ETA: 2s - loss: 0.2361 - accuracy: 0.9134
27552/60000 [============>.................] - ETA: 2s - loss: 0.2364 - accuracy: 0.9136
28288/60000 [=============>................] - ETA: 2s - loss: 0.2365 - accuracy: 0.9136
29056/60000 [=============>................] - ETA: 2s - loss: 0.2359 - accuracy: 0.9139
29856/60000 [=============>................] - ETA: 1s - loss: 0.2357 - accuracy: 0.9140
30624/60000 [==============>...............] - ETA: 1s - loss: 0.2355 - accuracy: 0.9140
31392/60000 [==============>...............] - ETA: 1s - loss: 0.2356 - accuracy: 0.9139
32160/60000 [===============>..............] - ETA: 1s - loss: 0.2363 - accuracy: 0.9137
32960/60000 [===============>..............] - ETA: 1s - loss: 0.2359 - accuracy: 0.9138
33760/60000 [===============>..............] - ETA: 1s - loss: 0.2365 - accuracy: 0.9134
34560/60000 [================>.............] - ETA: 1s - loss: 0.2365 - accuracy: 0.9135
35296/60000 [================>.............] - ETA: 1s - loss: 0.2373 - accuracy: 0.9133
36096/60000 [=================>............] - ETA: 1s - loss: 0.2375 - accuracy: 0.9129
36896/60000 [=================>............] - ETA: 1s - loss: 0.2378 - accuracy: 0.9128
37696/60000 [=================>............] - ETA: 1s - loss: 0.2381 - accuracy: 0.9125
38496/60000 [==================>...........] - ETA: 1s - loss: 0.2384 - accuracy: 0.9122
39296/60000 [==================>...........] - ETA: 1s - loss: 0.2379 - accuracy: 0.9123
40096/60000 [===================>..........] - ETA: 1s - loss: 0.2377 - accuracy: 0.9125
40896/60000 [===================>..........] - ETA: 1s - loss: 0.2383 - accuracy: 0.9122
41664/60000 [===================>..........] - ETA: 1s - loss: 0.2376 - accuracy: 0.9126
42432/60000 [====================>.........] - ETA: 1s - loss: 0.2373 - accuracy: 0.9128
43232/60000 [====================>.........] - ETA: 1s - loss: 0.2368 - accuracy: 0.9128
44000/60000 [=====================>........] - ETA: 1s - loss: 0.2376 - accuracy: 0.9126
44768/60000 [=====================>........] - ETA: 0s - loss: 0.2373 - accuracy: 0.9128
45536/60000 [=====================>........] - ETA: 0s - loss: 0.2375 - accuracy: 0.9125
46336/60000 [======================>.......] - ETA: 0s - loss: 0.2380 - accuracy: 0.9121
47136/60000 [======================>.......] - ETA: 0s - loss: 0.2377 - accuracy: 0.9123
47904/60000 [======================>.......] - ETA: 0s - loss: 0.2378 - accuracy: 0.9120
48704/60000 [=======================>......] - ETA: 0s - loss: 0.2377 - accuracy: 0.9120
49504/60000 [=======================>......] - ETA: 0s - loss: 0.2371 - accuracy: 0.9122
50304/60000 [========================>.....] - ETA: 0s - loss: 0.2381 - accuracy: 0.9119
51040/60000 [========================>.....] - ETA: 0s - loss: 0.2381 - accuracy: 0.9118
51808/60000 [========================>.....] - ETA: 0s - loss: 0.2378 - accuracy: 0.9119
52608/60000 [=========================>....] - ETA: 0s - loss: 0.2382 - accuracy: 0.9119
53408/60000 [=========================>....] - ETA: 0s - loss: 0.2384 - accuracy: 0.9119
54176/60000 [==========================>...] - ETA: 0s - loss: 0.2385 - accuracy: 0.9119
54944/60000 [==========================>...] - ETA: 0s - loss: 0.2383 - accuracy: 0.9119
55744/60000 [==========================>...] - ETA: 0s - loss: 0.2382 - accuracy: 0.9116
56544/60000 [===========================>..] - ETA: 0s - loss: 0.2386 - accuracy: 0.9114
57280/60000 [===========================>..] - ETA: 0s - loss: 0.2389 - accuracy: 0.9113
58048/60000 [============================>.] - ETA: 0s - loss: 0.2395 - accuracy: 0.9109
58816/60000 [============================>.] - ETA: 0s - loss: 0.2398 - accuracy: 0.9108
59616/60000 [============================>.] - ETA: 0s - loss: 0.2402 - accuracy: 0.9107
60000/60000 [==============================] - 4s 65us/sample - loss: 0.2402 - accuracy: 0.9107
10000/1 - 1s - loss: 0.2409 - accuracy: 0.8810

Test accuracy: 0.881