neural network 3

flattened input 28x28 = 784 neurons

hidden layer size between 15% and 50% of input

output layer 10 categories

#pycharm

import tensorflow as tf
from tensorflow import keras
import numpy as np
import matplotlib.pyplot as plt

data = keras.datasets.fashion_mnist

(train_images, train_labels), (test_images, test_labels) = data.load_data()

class_names = ['T-shirt/top', 'Trouser', 'Pullover', 'Dress', 'Coat', 'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot']

train_images = train_images/255.0
test_images = test_images/255.0

#print(train_labels)
#print(train_images[7])

#plt.imshow(train_images[7], cmap=plt.cm.binary)
#plt.show()

#setup input, hidden, output layer
model = keras.Sequential([
    keras.layers.Flatten(input_shape=(28,28)),
    keras.layers.Dense(128, activation='relu'),
    keras.layers.Dense(10,activation='softmax')
])

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

#play with epochs to get best accuracy, high epochs = long computation time != better accuracy
model.fit(train_images, train_labels, epochs=10)

test_loss, test_acc = model.evaluate(test_images, test_labels)

print('Tested ACC:', test_acc)

-------------------------------------
#logs
#epoch = 7 balance accuracy and calculation speed
#dataset has 60000 wears, as more training data feed in the model, accuracy increase (prediction of which category the wear belongs to)
#use 10% to 20% of the entire dataset to train model is enough to reach decent level of accuracy 

Epoch 1/10

   32/60000 [..............................] - ETA: 1:44 - loss: 2.4317 - acc: 0.2500
 1664/60000 [..............................] - ETA: 3s - loss: 1.1238 - acc: 0.6106 
 3360/60000 [>.............................] - ETA: 2s - loss: 0.9534 - acc: 0.6664
 4864/60000 [=>............................] - ETA: 2s - loss: 0.8573 - acc: 0.7011
 6368/60000 [==>...........................] - ETA: 2s - loss: 0.7978 - acc: 0.7206
 7968/60000 [==>...........................] - ETA: 2s - loss: 0.7463 - acc: 0.7398
10016/60000 [====>.........................] - ETA: 1s - loss: 0.7150 - acc: 0.7511
12096/60000 [=====>........................] - ETA: 1s - loss: 0.6830 - acc: 0.7626
14208/60000 [======>.......................] - ETA: 1s - loss: 0.6564 - acc: 0.7722
16064/60000 [=======>......................] - ETA: 1s - loss: 0.6445 - acc: 0.7763
17664/60000 [=======>......................] - ETA: 1s - loss: 0.6272 - acc: 0.7830
19360/60000 [========>.....................] - ETA: 1s - loss: 0.6179 - acc: 0.7861
21120/60000 [=========>....................] - ETA: 1s - loss: 0.6053 - acc: 0.7901
22976/60000 [==========>...................] - ETA: 1s - loss: 0.5925 - acc: 0.7938
24864/60000 [===========>..................] - ETA: 1s - loss: 0.5824 - acc: 0.7963
26688/60000 [============>.................] - ETA: 1s - loss: 0.5738 - acc: 0.7998
28832/60000 [=============>................] - ETA: 0s - loss: 0.5652 - acc: 0.8033
30944/60000 [==============>...............] - ETA: 0s - loss: 0.5595 - acc: 0.8060
32832/60000 [===============>..............] - ETA: 0s - loss: 0.5532 - acc: 0.8080
34848/60000 [================>.............] - ETA: 0s - loss: 0.5467 - acc: 0.8102
36928/60000 [=================>............] - ETA: 0s - loss: 0.5414 - acc: 0.8119
38912/60000 [==================>...........] - ETA: 0s - loss: 0.5379 - acc: 0.8126
40864/60000 [===================>..........] - ETA: 0s - loss: 0.5322 - acc: 0.8145
42752/60000 [====================>.........] - ETA: 0s - loss: 0.5283 - acc: 0.8156
44704/60000 [=====================>........] - ETA: 0s - loss: 0.5229 - acc: 0.8171
46656/60000 [======================>.......] - ETA: 0s - loss: 0.5193 - acc: 0.8185
48672/60000 [=======================>......] - ETA: 0s - loss: 0.5162 - acc: 0.8198
50432/60000 [========================>.....] - ETA: 0s - loss: 0.5121 - acc: 0.8213
52480/60000 [=========================>....] - ETA: 0s - loss: 0.5091 - acc: 0.8221
54592/60000 [==========================>...] - ETA: 0s - loss: 0.5072 - acc: 0.8224
56736/60000 [===========================>..] - ETA: 0s - loss: 0.5042 - acc: 0.8236
58688/60000 [============================>.] - ETA: 0s - loss: 0.5019 - acc: 0.8240
60000/60000 [==============================] - 2s 28us/sample - loss: 0.4994 - acc: 0.8247
Epoch 2/10

   32/60000 [..............................] - ETA: 5s - loss: 0.2400 - acc: 0.9062
 2112/60000 [>.............................] - ETA: 1s - loss: 0.4230 - acc: 0.8390
 4224/60000 [=>............................] - ETA: 1s - loss: 0.4127 - acc: 0.8475
 6144/60000 [==>...........................] - ETA: 1s - loss: 0.4039 - acc: 0.8507
 8032/60000 [===>..........................] - ETA: 1s - loss: 0.3948 - acc: 0.8537
10048/60000 [====>.........................] - ETA: 1s - loss: 0.3933 - acc: 0.8553
12160/60000 [=====>........................] - ETA: 1s - loss: 0.3907 - acc: 0.8575
14240/60000 [======>.......................] - ETA: 1s - loss: 0.3922 - acc: 0.8578
16224/60000 [=======>......................] - ETA: 1s - loss: 0.3884 - acc: 0.8585
18240/60000 [========>.....................] - ETA: 1s - loss: 0.3882 - acc: 0.8593
20352/60000 [=========>....................] - ETA: 0s - loss: 0.3888 - acc: 0.8585
22464/60000 [==========>...................] - ETA: 0s - loss: 0.3862 - acc: 0.8601
24576/60000 [===========>..................] - ETA: 0s - loss: 0.3863 - acc: 0.8599
26528/60000 [============>.................] - ETA: 0s - loss: 0.3855 - acc: 0.8597
28512/60000 [=============>................] - ETA: 0s - loss: 0.3839 - acc: 0.8603
30624/60000 [==============>...............] - ETA: 0s - loss: 0.3842 - acc: 0.8597
32768/60000 [===============>..............] - ETA: 0s - loss: 0.3831 - acc: 0.8598
34880/60000 [================>.............] - ETA: 0s - loss: 0.3838 - acc: 0.8602
36928/60000 [=================>............] - ETA: 0s - loss: 0.3837 - acc: 0.8605
38912/60000 [==================>...........] - ETA: 0s - loss: 0.3830 - acc: 0.8607
41024/60000 [===================>..........] - ETA: 0s - loss: 0.3819 - acc: 0.8611
43136/60000 [====================>.........] - ETA: 0s - loss: 0.3809 - acc: 0.8614
45184/60000 [=====================>........] - ETA: 0s - loss: 0.3794 - acc: 0.8619
47264/60000 [======================>.......] - ETA: 0s - loss: 0.3784 - acc: 0.8624
49376/60000 [=======================>......] - ETA: 0s - loss: 0.3769 - acc: 0.8633
51488/60000 [========================>.....] - ETA: 0s - loss: 0.3770 - acc: 0.8632
53376/60000 [=========================>....] - ETA: 0s - loss: 0.3760 - acc: 0.8637
55392/60000 [==========================>...] - ETA: 0s - loss: 0.3766 - acc: 0.8634
57536/60000 [===========================>..] - ETA: 0s - loss: 0.3759 - acc: 0.8635
59648/60000 [============================>.] - ETA: 0s - loss: 0.3753 - acc: 0.8639
60000/60000 [==============================] - 1s 25us/sample - loss: 0.3752 - acc: 0.8640
Epoch 3/10

   32/60000 [..............................] - ETA: 5s - loss: 0.2660 - acc: 0.9062
 1952/60000 [..............................] - ETA: 1s - loss: 0.3728 - acc: 0.8627
 3168/60000 [>.............................] - ETA: 1s - loss: 0.3643 - acc: 0.8643
 4384/60000 [=>............................] - ETA: 1s - loss: 0.3411 - acc: 0.8734
 6240/60000 [==>...........................] - ETA: 1s - loss: 0.3500 - acc: 0.8708
 8352/60000 [===>..........................] - ETA: 1s - loss: 0.3458 - acc: 0.8727
10272/60000 [====>.........................] - ETA: 1s - loss: 0.3442 - acc: 0.8729
12320/60000 [=====>........................] - ETA: 1s - loss: 0.3437 - acc: 0.8738
14432/60000 [======>.......................] - ETA: 1s - loss: 0.3445 - acc: 0.8736
16480/60000 [=======>......................] - ETA: 1s - loss: 0.3403 - acc: 0.8746
18560/60000 [========>.....................] - ETA: 1s - loss: 0.3412 - acc: 0.8732
20544/60000 [=========>....................] - ETA: 1s - loss: 0.3405 - acc: 0.8736
22464/60000 [==========>...................] - ETA: 1s - loss: 0.3376 - acc: 0.8748
24608/60000 [===========>..................] - ETA: 0s - loss: 0.3390 - acc: 0.8750
26720/60000 [============>.................] - ETA: 0s - loss: 0.3374 - acc: 0.8756
28736/60000 [=============>................] - ETA: 0s - loss: 0.3377 - acc: 0.8752
30752/60000 [==============>...............] - ETA: 0s - loss: 0.3376 - acc: 0.8756
32864/60000 [===============>..............] - ETA: 0s - loss: 0.3377 - acc: 0.8756
34976/60000 [================>.............] - ETA: 0s - loss: 0.3401 - acc: 0.8749
36864/60000 [=================>............] - ETA: 0s - loss: 0.3397 - acc: 0.8749
38848/60000 [==================>...........] - ETA: 0s - loss: 0.3388 - acc: 0.8753
40928/60000 [===================>..........] - ETA: 0s - loss: 0.3374 - acc: 0.8759
43040/60000 [====================>.........] - ETA: 0s - loss: 0.3376 - acc: 0.8764
45120/60000 [=====================>........] - ETA: 0s - loss: 0.3379 - acc: 0.8768
46976/60000 [======================>.......] - ETA: 0s - loss: 0.3384 - acc: 0.8764
48992/60000 [=======================>......] - ETA: 0s - loss: 0.3383 - acc: 0.8767
51104/60000 [========================>.....] - ETA: 0s - loss: 0.3383 - acc: 0.8767
53216/60000 [=========================>....] - ETA: 0s - loss: 0.3379 - acc: 0.8768
55296/60000 [==========================>...] - ETA: 0s - loss: 0.3375 - acc: 0.8770
57312/60000 [===========================>..] - ETA: 0s - loss: 0.3374 - acc: 0.8768
59360/60000 [============================>.] - ETA: 0s - loss: 0.3380 - acc: 0.8769
60000/60000 [==============================] - 2s 26us/sample - loss: 0.3377 - acc: 0.8771
Epoch 4/10

   32/60000 [..............................] - ETA: 5s - loss: 0.3729 - acc: 0.8125
 2144/60000 [>.............................] - ETA: 1s - loss: 0.3109 - acc: 0.8899
 4160/60000 [=>............................] - ETA: 1s - loss: 0.2959 - acc: 0.8925
 6080/60000 [==>...........................] - ETA: 1s - loss: 0.2988 - acc: 0.8896
 8032/60000 [===>..........................] - ETA: 1s - loss: 0.3011 - acc: 0.8888
10112/60000 [====>.........................] - ETA: 1s - loss: 0.3085 - acc: 0.8851
12224/60000 [=====>........................] - ETA: 1s - loss: 0.3060 - acc: 0.8875
14176/60000 [======>.......................] - ETA: 1s - loss: 0.3108 - acc: 0.8860
16192/60000 [=======>......................] - ETA: 1s - loss: 0.3094 - acc: 0.8864
18304/60000 [========>.....................] - ETA: 1s - loss: 0.3093 - acc: 0.8862
20384/60000 [=========>....................] - ETA: 0s - loss: 0.3092 - acc: 0.8863
22496/60000 [==========>...................] - ETA: 0s - loss: 0.3082 - acc: 0.8873
24448/60000 [===========>..................] - ETA: 0s - loss: 0.3077 - acc: 0.8883
26464/60000 [============>.................] - ETA: 0s - loss: 0.3123 - acc: 0.8864
28576/60000 [=============>................] - ETA: 0s - loss: 0.3132 - acc: 0.8860
30688/60000 [==============>...............] - ETA: 0s - loss: 0.3137 - acc: 0.8856
32768/60000 [===============>..............] - ETA: 0s - loss: 0.3149 - acc: 0.8853
34816/60000 [================>.............] - ETA: 0s - loss: 0.3165 - acc: 0.8849
36832/60000 [=================>............] - ETA: 0s - loss: 0.3164 - acc: 0.8850
38944/60000 [==================>...........] - ETA: 0s - loss: 0.3169 - acc: 0.8849
41024/60000 [===================>..........] - ETA: 0s - loss: 0.3150 - acc: 0.8857
43040/60000 [====================>.........] - ETA: 0s - loss: 0.3139 - acc: 0.8860
45088/60000 [=====================>........] - ETA: 0s - loss: 0.3134 - acc: 0.8864
47200/60000 [======================>.......] - ETA: 0s - loss: 0.3125 - acc: 0.8863
49312/60000 [=======================>......] - ETA: 0s - loss: 0.3135 - acc: 0.8859
51232/60000 [========================>.....] - ETA: 0s - loss: 0.3146 - acc: 0.8853
53248/60000 [=========================>....] - ETA: 0s - loss: 0.3139 - acc: 0.8854
55360/60000 [==========================>...] - ETA: 0s - loss: 0.3135 - acc: 0.8853
57472/60000 [===========================>..] - ETA: 0s - loss: 0.3134 - acc: 0.8854
59552/60000 [============================>.] - ETA: 0s - loss: 0.3127 - acc: 0.8858
60000/60000 [==============================] - 1s 25us/sample - loss: 0.3124 - acc: 0.8859
Epoch 5/10

   32/60000 [..............................] - ETA: 5s - loss: 0.2645 - acc: 0.8750
 2016/60000 [>.............................] - ETA: 1s - loss: 0.2938 - acc: 0.8919
 4064/60000 [=>............................] - ETA: 1s - loss: 0.2844 - acc: 0.8974
 6208/60000 [==>...........................] - ETA: 1s - loss: 0.2928 - acc: 0.8963
 8256/60000 [===>..........................] - ETA: 1s - loss: 0.2964 - acc: 0.8963
10208/60000 [====>.........................] - ETA: 1s - loss: 0.2975 - acc: 0.8957
12160/60000 [=====>........................] - ETA: 1s - loss: 0.2910 - acc: 0.8979
14240/60000 [======>.......................] - ETA: 1s - loss: 0.2908 - acc: 0.8976
16352/60000 [=======>......................] - ETA: 1s - loss: 0.2887 - acc: 0.8977
18336/60000 [========>.....................] - ETA: 1s - loss: 0.2886 - acc: 0.8978
20352/60000 [=========>....................] - ETA: 0s - loss: 0.2900 - acc: 0.8967
22464/60000 [==========>...................] - ETA: 0s - loss: 0.2900 - acc: 0.8964
24576/60000 [===========>..................] - ETA: 0s - loss: 0.2909 - acc: 0.8961
26528/60000 [============>.................] - ETA: 0s - loss: 0.2898 - acc: 0.8962
28544/60000 [=============>................] - ETA: 0s - loss: 0.2887 - acc: 0.8963
30624/60000 [==============>...............] - ETA: 0s - loss: 0.2875 - acc: 0.8966
32736/60000 [===============>..............] - ETA: 0s - loss: 0.2879 - acc: 0.8953
34816/60000 [================>.............] - ETA: 0s - loss: 0.2890 - acc: 0.8949
36864/60000 [=================>............] - ETA: 0s - loss: 0.2889 - acc: 0.8949
38688/60000 [==================>...........] - ETA: 0s - loss: 0.2897 - acc: 0.8947
40768/60000 [===================>..........] - ETA: 0s - loss: 0.2901 - acc: 0.8943
42880/60000 [====================>.........] - ETA: 0s - loss: 0.2917 - acc: 0.8936
44800/60000 [=====================>........] - ETA: 0s - loss: 0.2914 - acc: 0.8938
46880/60000 [======================>.......] - ETA: 0s - loss: 0.2930 - acc: 0.8930
48992/60000 [=======================>......] - ETA: 0s - loss: 0.2920 - acc: 0.8934
51104/60000 [========================>.....] - ETA: 0s - loss: 0.2925 - acc: 0.8934
53088/60000 [=========================>....] - ETA: 0s - loss: 0.2926 - acc: 0.8931
55136/60000 [==========================>...] - ETA: 0s - loss: 0.2931 - acc: 0.8929
57216/60000 [===========================>..] - ETA: 0s - loss: 0.2928 - acc: 0.8930
59328/60000 [============================>.] - ETA: 0s - loss: 0.2931 - acc: 0.8928
60000/60000 [==============================] - 1s 25us/sample - loss: 0.2931 - acc: 0.8928
Epoch 6/10

   32/60000 [..............................] - ETA: 5s - loss: 0.2724 - acc: 0.9062
 1984/60000 [..............................] - ETA: 1s - loss: 0.2534 - acc: 0.9057
 4032/60000 [=>............................] - ETA: 1s - loss: 0.2705 - acc: 0.8991
 6144/60000 [==>...........................] - ETA: 1s - loss: 0.2831 - acc: 0.8975
 8128/60000 [===>..........................] - ETA: 1s - loss: 0.2777 - acc: 0.8981
10016/60000 [====>.........................] - ETA: 1s - loss: 0.2782 - acc: 0.8972
11968/60000 [====>.........................] - ETA: 1s - loss: 0.2756 - acc: 0.8976
14016/60000 [======>.......................] - ETA: 1s - loss: 0.2713 - acc: 0.8987
16128/60000 [=======>......................] - ETA: 1s - loss: 0.2730 - acc: 0.8986
17888/60000 [=======>......................] - ETA: 1s - loss: 0.2708 - acc: 0.8995
19904/60000 [========>.....................] - ETA: 1s - loss: 0.2707 - acc: 0.8993
21952/60000 [=========>....................] - ETA: 0s - loss: 0.2710 - acc: 0.8995
24064/60000 [===========>..................] - ETA: 0s - loss: 0.2722 - acc: 0.8996
26144/60000 [============>.................] - ETA: 0s - loss: 0.2719 - acc: 0.8994
28128/60000 [=============>................] - ETA: 0s - loss: 0.2724 - acc: 0.8983
30112/60000 [==============>...............] - ETA: 0s - loss: 0.2715 - acc: 0.8986
32160/60000 [===============>..............] - ETA: 0s - loss: 0.2713 - acc: 0.8985
34272/60000 [================>.............] - ETA: 0s - loss: 0.2715 - acc: 0.8982
36224/60000 [=================>............] - ETA: 0s - loss: 0.2725 - acc: 0.8982
38272/60000 [==================>...........] - ETA: 0s - loss: 0.2730 - acc: 0.8980
40352/60000 [===================>..........] - ETA: 0s - loss: 0.2730 - acc: 0.8979
42304/60000 [====================>.........] - ETA: 0s - loss: 0.2729 - acc: 0.8981
44160/60000 [=====================>........] - ETA: 0s - loss: 0.2735 - acc: 0.8979
46144/60000 [======================>.......] - ETA: 0s - loss: 0.2752 - acc: 0.8975
48096/60000 [=======================>......] - ETA: 0s - loss: 0.2749 - acc: 0.8977
50112/60000 [========================>.....] - ETA: 0s - loss: 0.2760 - acc: 0.8974
52064/60000 [=========================>....] - ETA: 0s - loss: 0.2773 - acc: 0.8968
53888/60000 [=========================>....] - ETA: 0s - loss: 0.2767 - acc: 0.8971
55904/60000 [==========================>...] - ETA: 0s - loss: 0.2778 - acc: 0.8967
57984/60000 [===========================>..] - ETA: 0s - loss: 0.2785 - acc: 0.8962
60000/60000 [==============================] - 2s 25us/sample - loss: 0.2780 - acc: 0.8963
Epoch 7/10

   32/60000 [..............................] - ETA: 5s - loss: 0.3386 - acc: 0.9062
 1984/60000 [..............................] - ETA: 1s - loss: 0.2755 - acc: 0.8936
 3904/60000 [>.............................] - ETA: 1s - loss: 0.2625 - acc: 0.9029
 5856/60000 [=>............................] - ETA: 1s - loss: 0.2671 - acc: 0.9015
 7872/60000 [==>...........................] - ETA: 1s - loss: 0.2625 - acc: 0.9026
 9856/60000 [===>..........................] - ETA: 1s - loss: 0.2607 - acc: 0.9021
10976/60000 [====>.........................] - ETA: 1s - loss: 0.2599 - acc: 0.9022
12064/60000 [=====>........................] - ETA: 1s - loss: 0.2603 - acc: 0.9034
13568/60000 [=====>........................] - ETA: 1s - loss: 0.2618 - acc: 0.9037
15296/60000 [======>.......................] - ETA: 1s - loss: 0.2656 - acc: 0.9025
16928/60000 [=======>......................] - ETA: 1s - loss: 0.2618 - acc: 0.9039
18336/60000 [========>.....................] - ETA: 1s - loss: 0.2629 - acc: 0.9031
19936/60000 [========>.....................] - ETA: 1s - loss: 0.2619 - acc: 0.9033
22016/60000 [==========>...................] - ETA: 1s - loss: 0.2638 - acc: 0.9023
24096/60000 [===========>..................] - ETA: 1s - loss: 0.2641 - acc: 0.9019
26144/60000 [============>.................] - ETA: 0s - loss: 0.2633 - acc: 0.9025
28128/60000 [=============>................] - ETA: 0s - loss: 0.2640 - acc: 0.9026
30112/60000 [==============>...............] - ETA: 0s - loss: 0.2642 - acc: 0.9021
32192/60000 [===============>..............] - ETA: 0s - loss: 0.2637 - acc: 0.9019
34240/60000 [================>.............] - ETA: 0s - loss: 0.2624 - acc: 0.9023
36288/60000 [=================>............] - ETA: 0s - loss: 0.2632 - acc: 0.9021
38272/60000 [==================>...........] - ETA: 0s - loss: 0.2629 - acc: 0.9023
40288/60000 [===================>..........] - ETA: 0s - loss: 0.2623 - acc: 0.9027
42368/60000 [====================>.........] - ETA: 0s - loss: 0.2635 - acc: 0.9021
44448/60000 [=====================>........] - ETA: 0s - loss: 0.2637 - acc: 0.9022
46464/60000 [======================>.......] - ETA: 0s - loss: 0.2628 - acc: 0.9028
48448/60000 [=======================>......] - ETA: 0s - loss: 0.2625 - acc: 0.9027
50560/60000 [========================>.....] - ETA: 0s - loss: 0.2615 - acc: 0.9030
52608/60000 [=========================>....] - ETA: 0s - loss: 0.2629 - acc: 0.9026
54624/60000 [==========================>...] - ETA: 0s - loss: 0.2636 - acc: 0.9023
56608/60000 [===========================>..] - ETA: 0s - loss: 0.2638 - acc: 0.9022
58720/60000 [============================>.] - ETA: 0s - loss: 0.2646 - acc: 0.9018
60000/60000 [==============================] - 2s 27us/sample - loss: 0.2646 - acc: 0.9018
Epoch 8/10

   32/60000 [..............................] - ETA: 5s - loss: 0.2609 - acc: 0.9062
 2016/60000 [>.............................] - ETA: 1s - loss: 0.2475 - acc: 0.9023
 3936/60000 [>.............................] - ETA: 1s - loss: 0.2380 - acc: 0.9057
 5920/60000 [=>............................] - ETA: 1s - loss: 0.2368 - acc: 0.9086
 8032/60000 [===>..........................] - ETA: 1s - loss: 0.2446 - acc: 0.9071
10112/60000 [====>.........................] - ETA: 1s - loss: 0.2491 - acc: 0.9056
12160/60000 [=====>........................] - ETA: 1s - loss: 0.2440 - acc: 0.9072
14176/60000 [======>.......................] - ETA: 1s - loss: 0.2497 - acc: 0.9045
16288/60000 [=======>......................] - ETA: 1s - loss: 0.2462 - acc: 0.9061
18432/60000 [========>.....................] - ETA: 1s - loss: 0.2470 - acc: 0.9071
20448/60000 [=========>....................] - ETA: 0s - loss: 0.2485 - acc: 0.9069
22528/60000 [==========>...................] - ETA: 0s - loss: 0.2495 - acc: 0.9062
24608/60000 [===========>..................] - ETA: 0s - loss: 0.2525 - acc: 0.9057
26720/60000 [============>.................] - ETA: 0s - loss: 0.2519 - acc: 0.9057
28736/60000 [=============>................] - ETA: 0s - loss: 0.2511 - acc: 0.9059
30752/60000 [==============>...............] - ETA: 0s - loss: 0.2520 - acc: 0.9062
32832/60000 [===============>..............] - ETA: 0s - loss: 0.2529 - acc: 0.9060
34912/60000 [================>.............] - ETA: 0s - loss: 0.2533 - acc: 0.9057
36864/60000 [=================>............] - ETA: 0s - loss: 0.2534 - acc: 0.9058
38912/60000 [==================>...........] - ETA: 0s - loss: 0.2535 - acc: 0.9056
40992/60000 [===================>..........] - ETA: 0s - loss: 0.2527 - acc: 0.9058
43104/60000 [====================>.........] - ETA: 0s - loss: 0.2531 - acc: 0.9055
45152/60000 [=====================>........] - ETA: 0s - loss: 0.2530 - acc: 0.9057
47200/60000 [======================>.......] - ETA: 0s - loss: 0.2532 - acc: 0.9055
49280/60000 [=======================>......] - ETA: 0s - loss: 0.2552 - acc: 0.9045
51392/60000 [========================>.....] - ETA: 0s - loss: 0.2552 - acc: 0.9043
53504/60000 [=========================>....] - ETA: 0s - loss: 0.2542 - acc: 0.9048
55552/60000 [==========================>...] - ETA: 0s - loss: 0.2539 - acc: 0.9046
57600/60000 [===========================>..] - ETA: 0s - loss: 0.2551 - acc: 0.9041
59712/60000 [============================>.] - ETA: 0s - loss: 0.2546 - acc: 0.9043
60000/60000 [==============================] - 1s 25us/sample - loss: 0.2545 - acc: 0.9043
Epoch 9/10

   32/60000 [..............................] - ETA: 3s - loss: 0.1808 - acc: 0.9375
 2048/60000 [>.............................] - ETA: 1s - loss: 0.2337 - acc: 0.9146
 3936/60000 [>.............................] - ETA: 1s - loss: 0.2338 - acc: 0.9129
 5920/60000 [=>............................] - ETA: 1s - loss: 0.2364 - acc: 0.9110
 8032/60000 [===>..........................] - ETA: 1s - loss: 0.2341 - acc: 0.9126
10112/60000 [====>.........................] - ETA: 1s - loss: 0.2348 - acc: 0.9124
12064/60000 [=====>........................] - ETA: 1s - loss: 0.2363 - acc: 0.9117
14080/60000 [======>.......................] - ETA: 1s - loss: 0.2390 - acc: 0.9114
16160/60000 [=======>......................] - ETA: 1s - loss: 0.2404 - acc: 0.9108
18272/60000 [========>.....................] - ETA: 1s - loss: 0.2412 - acc: 0.9105
20384/60000 [=========>....................] - ETA: 0s - loss: 0.2413 - acc: 0.9099
22400/60000 [==========>...................] - ETA: 0s - loss: 0.2417 - acc: 0.9100
24448/60000 [===========>..................] - ETA: 0s - loss: 0.2416 - acc: 0.9104
26496/60000 [============>.................] - ETA: 0s - loss: 0.2418 - acc: 0.9101
28608/60000 [=============>................] - ETA: 0s - loss: 0.2438 - acc: 0.9097
30688/60000 [==============>...............] - ETA: 0s - loss: 0.2437 - acc: 0.9094
32736/60000 [===============>..............] - ETA: 0s - loss: 0.2437 - acc: 0.9091
34752/60000 [================>.............] - ETA: 0s - loss: 0.2441 - acc: 0.9094
36864/60000 [=================>............] - ETA: 0s - loss: 0.2454 - acc: 0.9088
38944/60000 [==================>...........] - ETA: 0s - loss: 0.2465 - acc: 0.9086
40896/60000 [===================>..........] - ETA: 0s - loss: 0.2466 - acc: 0.9087
42912/60000 [====================>.........] - ETA: 0s - loss: 0.2467 - acc: 0.9085
45024/60000 [=====================>........] - ETA: 0s - loss: 0.2455 - acc: 0.9091
47136/60000 [======================>.......] - ETA: 0s - loss: 0.2446 - acc: 0.9091
49088/60000 [=======================>......] - ETA: 0s - loss: 0.2440 - acc: 0.9092
51072/60000 [========================>.....] - ETA: 0s - loss: 0.2437 - acc: 0.9094
53152/60000 [=========================>....] - ETA: 0s - loss: 0.2441 - acc: 0.9092
55232/60000 [==========================>...] - ETA: 0s - loss: 0.2446 - acc: 0.9088
57344/60000 [===========================>..] - ETA: 0s - loss: 0.2453 - acc: 0.9085
59168/60000 [============================>.] - ETA: 0s - loss: 0.2455 - acc: 0.9084
60000/60000 [==============================] - 1s 25us/sample - loss: 0.2460 - acc: 0.9083
Epoch 10/10

   32/60000 [..............................] - ETA: 5s - loss: 0.4228 - acc: 0.8750
 2080/60000 [>.............................] - ETA: 1s - loss: 0.2519 - acc: 0.9096
 4192/60000 [=>............................] - ETA: 1s - loss: 0.2454 - acc: 0.9089
 6272/60000 [==>...........................] - ETA: 1s - loss: 0.2445 - acc: 0.9080
 8224/60000 [===>..........................] - ETA: 1s - loss: 0.2446 - acc: 0.9071
10144/60000 [====>.........................] - ETA: 1s - loss: 0.2436 - acc: 0.9081
12128/60000 [=====>........................] - ETA: 1s - loss: 0.2437 - acc: 0.9084
14208/60000 [======>.......................] - ETA: 1s - loss: 0.2413 - acc: 0.9093
16256/60000 [=======>......................] - ETA: 1s - loss: 0.2410 - acc: 0.9097
18272/60000 [========>.....................] - ETA: 1s - loss: 0.2410 - acc: 0.9093
20288/60000 [=========>....................] - ETA: 1s - loss: 0.2390 - acc: 0.9099
22368/60000 [==========>...................] - ETA: 0s - loss: 0.2389 - acc: 0.9101
24480/60000 [===========>..................] - ETA: 0s - loss: 0.2388 - acc: 0.9099
26464/60000 [============>.................] - ETA: 0s - loss: 0.2376 - acc: 0.9107
28512/60000 [=============>................] - ETA: 0s - loss: 0.2363 - acc: 0.9110
30624/60000 [==============>...............] - ETA: 0s - loss: 0.2357 - acc: 0.9116
32672/60000 [===============>..............] - ETA: 0s - loss: 0.2354 - acc: 0.9113
34624/60000 [================>.............] - ETA: 0s - loss: 0.2348 - acc: 0.9111
36640/60000 [=================>............] - ETA: 0s - loss: 0.2345 - acc: 0.9111
38688/60000 [==================>...........] - ETA: 0s - loss: 0.2353 - acc: 0.9110
40800/60000 [===================>..........] - ETA: 0s - loss: 0.2348 - acc: 0.9111
42912/60000 [====================>.........] - ETA: 0s - loss: 0.2346 - acc: 0.9110
44864/60000 [=====================>........] - ETA: 0s - loss: 0.2340 - acc: 0.9113
46880/60000 [======================>.......] - ETA: 0s - loss: 0.2349 - acc: 0.9109
48960/60000 [=======================>......] - ETA: 0s - loss: 0.2355 - acc: 0.9106
51072/60000 [========================>.....] - ETA: 0s - loss: 0.2351 - acc: 0.9108
53120/60000 [=========================>....] - ETA: 0s - loss: 0.2348 - acc: 0.9107
55136/60000 [==========================>...] - ETA: 0s - loss: 0.2350 - acc: 0.9109
57152/60000 [===========================>..] - ETA: 0s - loss: 0.2355 - acc: 0.9110
59264/60000 [============================>.] - ETA: 0s - loss: 0.2358 - acc: 0.9110
60000/60000 [==============================] - 1s 25us/sample - loss: 0.2358 - acc: 0.9110

   32/10000 [..............................] - ETA: 4s - loss: 0.4458 - acc: 0.8750
 3520/10000 [=========>....................] - ETA: 0s - loss: 0.3168 - acc: 0.8878
 6944/10000 [===================>..........] - ETA: 0s - loss: 0.3341 - acc: 0.8835
10000/10000 [==============================] - 0s 16us/sample - loss: 0.3246 - acc: 0.8852
Tested ACC: 0.8852