Applied Data Science Notebook in Python for Beginners to Professionals

Data Science Project – A Guide to Classification with Keras Deep Learning Library in Python

Machine Learning for Beginners - A Guide to Classification with Keras Deep Learning Library in Python

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In [9]:
# Suppress warnings in Jupyter Notebooks
import warnings
warnings.filterwarnings("ignore")

In this article, you will discover a guide to classification with Keras Deep Learning Library in Python.

Python Codes

In [10]:
# Load libraries for multi-class classification with Keras
import pandas
from keras.models import Sequential
from keras.layers import Dense
from keras.wrappers.scikit_learn import KerasClassifier
from keras.utils import np_utils
from sklearn.model_selection import cross_val_score
from sklearn.model_selection import KFold
from sklearn.preprocessing import LabelEncoder
from sklearn.pipeline import Pipeline
In [11]:
# load dataset
dataframe = pandas.read_csv("iris.data.csv", header=None)
dataset = dataframe.values
X = dataset[:,0:4].astype(float)
Y = dataset[:,4]
In [12]:
# encode class values as integers
encoder = LabelEncoder()
encoder.fit(Y)
encoded_Y = encoder.transform(Y)
In [13]:
# convert integers to dummy variables (i.e. one hot encoded)
dummy_y = np_utils.to_categorical(encoded_Y)
In [14]:
# define baseline model
def baseline_model():
    
    # create model
    model = Sequential()
    model.add(Dense(8, input_dim=4, activation='relu'))
    model.add(Dense(3, activation='softmax'))
    
    # Compile model
    model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])
    return model
In [15]:
# Call the classifier and fit the data
estimator = KerasClassifier(build_fn=baseline_model, epochs=200, batch_size=5, verbose=1)
kfold = KFold(n_splits=10, shuffle=True)
results = cross_val_score(estimator, X, dummy_y, cv=kfold)
Epoch 1/200
135/135 [==============================] - 0s 3ms/step - loss: 2.1116 - acc: 0.3556
Epoch 2/200
135/135 [==============================] - 0s 306us/step - loss: 1.3503 - acc: 0.3556
Epoch 3/200
135/135 [==============================] - 0s 222us/step - loss: 1.0413 - acc: 0.4593
Epoch 4/200
135/135 [==============================] - 0s 214us/step - loss: 0.9458 - acc: 0.6444
Epoch 5/200
135/135 [==============================] - 0s 174us/step - loss: 0.8865 - acc: 0.7852
Epoch 6/200
135/135 [==============================] - 0s 194us/step - loss: 0.8338 - acc: 0.8222
Epoch 7/200
135/135 [==============================] - 0s 200us/step - loss: 0.7848 - acc: 0.8222
Epoch 8/200
135/135 [==============================] - 0s 181us/step - loss: 0.7406 - acc: 0.8519
Epoch 9/200
135/135 [==============================] - 0s 160us/step - loss: 0.6935 - acc: 0.8444
Epoch 10/200
135/135 [==============================] - 0s 173us/step - loss: 0.6538 - acc: 0.8667
Epoch 11/200
135/135 [==============================] - 0s 153us/step - loss: 0.6178 - acc: 0.9259
Epoch 12/200
135/135 [==============================] - 0s 154us/step - loss: 0.5875 - acc: 0.8593
Epoch 13/200
135/135 [==============================] - 0s 152us/step - loss: 0.5556 - acc: 0.9556
Epoch 14/200
135/135 [==============================] - 0s 155us/step - loss: 0.5293 - acc: 0.8963
Epoch 15/200
135/135 [==============================] - 0s 166us/step - loss: 0.5041 - acc: 0.9556
Epoch 16/200
135/135 [==============================] - 0s 178us/step - loss: 0.4851 - acc: 0.9111
Epoch 17/200
135/135 [==============================] - 0s 166us/step - loss: 0.4619 - acc: 0.9259
Epoch 18/200
135/135 [==============================] - 0s 150us/step - loss: 0.4495 - acc: 0.9481
Epoch 19/200
135/135 [==============================] - 0s 163us/step - loss: 0.4348 - acc: 0.9111
Epoch 20/200
135/135 [==============================] - 0s 190us/step - loss: 0.4202 - acc: 0.9556
Epoch 21/200
135/135 [==============================] - 0s 170us/step - loss: 0.4090 - acc: 0.9556
Epoch 22/200
135/135 [==============================] - 0s 180us/step - loss: 0.3984 - acc: 0.9556
Epoch 23/200
135/135 [==============================] - 0s 212us/step - loss: 0.3887 - acc: 0.9630
Epoch 24/200
135/135 [==============================] - 0s 215us/step - loss: 0.3785 - acc: 0.9556
Epoch 25/200
135/135 [==============================] - 0s 194us/step - loss: 0.3686 - acc: 0.9630
Epoch 26/200
135/135 [==============================] - 0s 185us/step - loss: 0.3602 - acc: 0.9556
Epoch 27/200
135/135 [==============================] - 0s 192us/step - loss: 0.3529 - acc: 0.9630
Epoch 28/200
135/135 [==============================] - 0s 209us/step - loss: 0.3482 - acc: 0.9556
Epoch 29/200
135/135 [==============================] - 0s 172us/step - loss: 0.3385 - acc: 0.9630
Epoch 30/200
135/135 [==============================] - 0s 192us/step - loss: 0.3308 - acc: 0.9704
Epoch 31/200
135/135 [==============================] - 0s 190us/step - loss: 0.3260 - acc: 0.9556
Epoch 32/200
135/135 [==============================] - 0s 193us/step - loss: 0.3180 - acc: 0.9704
Epoch 33/200
135/135 [==============================] - 0s 235us/step - loss: 0.3144 - acc: 0.9778
Epoch 34/200
135/135 [==============================] - 0s 190us/step - loss: 0.3060 - acc: 0.9630
Epoch 35/200
135/135 [==============================] - 0s 200us/step - loss: 0.3001 - acc: 0.9630
Epoch 36/200
135/135 [==============================] - 0s 159us/step - loss: 0.2962 - acc: 0.9704
Epoch 37/200
135/135 [==============================] - 0s 156us/step - loss: 0.2914 - acc: 0.9778
Epoch 38/200
135/135 [==============================] - 0s 174us/step - loss: 0.2873 - acc: 0.9778
Epoch 39/200
135/135 [==============================] - 0s 173us/step - loss: 0.2793 - acc: 0.9704
Epoch 40/200
135/135 [==============================] - 0s 159us/step - loss: 0.2773 - acc: 0.9704
Epoch 41/200
135/135 [==============================] - 0s 171us/step - loss: 0.2771 - acc: 0.9704
Epoch 42/200
135/135 [==============================] - 0s 180us/step - loss: 0.2670 - acc: 0.9778
Epoch 43/200
135/135 [==============================] - 0s 178us/step - loss: 0.2609 - acc: 0.9704
Epoch 44/200
135/135 [==============================] - 0s 209us/step - loss: 0.2631 - acc: 0.9556
Epoch 45/200
135/135 [==============================] - 0s 222us/step - loss: 0.2550 - acc: 0.9778
Epoch 46/200
135/135 [==============================] - 0s 213us/step - loss: 0.2512 - acc: 0.9778
Epoch 47/200
135/135 [==============================] - 0s 224us/step - loss: 0.2469 - acc: 0.9778
Epoch 48/200
135/135 [==============================] - 0s 155us/step - loss: 0.2471 - acc: 0.9704
Epoch 49/200
135/135 [==============================] - 0s 155us/step - loss: 0.2377 - acc: 0.9778
Epoch 50/200
135/135 [==============================] - 0s 154us/step - loss: 0.2335 - acc: 0.9778
Epoch 51/200
135/135 [==============================] - 0s 154us/step - loss: 0.2299 - acc: 0.9778
Epoch 52/200
135/135 [==============================] - 0s 153us/step - loss: 0.2281 - acc: 0.9778
Epoch 53/200
135/135 [==============================] - 0s 158us/step - loss: 0.2223 - acc: 0.9778
Epoch 54/200
135/135 [==============================] - 0s 152us/step - loss: 0.2214 - acc: 0.9778
Epoch 55/200
135/135 [==============================] - 0s 155us/step - loss: 0.2163 - acc: 0.9778
Epoch 56/200
135/135 [==============================] - 0s 151us/step - loss: 0.2134 - acc: 0.9778
Epoch 57/200
135/135 [==============================] - 0s 152us/step - loss: 0.2106 - acc: 0.9704
Epoch 58/200
135/135 [==============================] - 0s 166us/step - loss: 0.2079 - acc: 0.9778
Epoch 59/200
135/135 [==============================] - 0s 171us/step - loss: 0.2061 - acc: 0.9778
Epoch 60/200
135/135 [==============================] - 0s 159us/step - loss: 0.2018 - acc: 0.9778
Epoch 61/200
135/135 [==============================] - 0s 160us/step - loss: 0.2020 - acc: 0.9630
Epoch 62/200
135/135 [==============================] - 0s 158us/step - loss: 0.1993 - acc: 0.9778
Epoch 63/200
135/135 [==============================] - 0s 157us/step - loss: 0.1937 - acc: 0.9778
Epoch 64/200
135/135 [==============================] - 0s 153us/step - loss: 0.1943 - acc: 0.9630
Epoch 65/200
135/135 [==============================] - 0s 169us/step - loss: 0.1910 - acc: 0.9778
Epoch 66/200
135/135 [==============================] - 0s 171us/step - loss: 0.1849 - acc: 0.9778
Epoch 67/200
135/135 [==============================] - 0s 143us/step - loss: 0.1837 - acc: 0.9778
Epoch 68/200
135/135 [==============================] - 0s 160us/step - loss: 0.1829 - acc: 0.9852
Epoch 69/200
135/135 [==============================] - 0s 142us/step - loss: 0.1820 - acc: 0.9778
Epoch 70/200
135/135 [==============================] - 0s 168us/step - loss: 0.1778 - acc: 0.9852
Epoch 71/200
135/135 [==============================] - 0s 149us/step - loss: 0.1745 - acc: 0.9778
Epoch 72/200
135/135 [==============================] - 0s 145us/step - loss: 0.1724 - acc: 0.9778
Epoch 73/200
135/135 [==============================] - 0s 154us/step - loss: 0.1711 - acc: 0.9778
Epoch 74/200
135/135 [==============================] - 0s 144us/step - loss: 0.1678 - acc: 0.9778
Epoch 75/200
135/135 [==============================] - 0s 156us/step - loss: 0.1649 - acc: 0.9778
Epoch 76/200
135/135 [==============================] - 0s 161us/step - loss: 0.1641 - acc: 0.9778
Epoch 77/200
135/135 [==============================] - 0s 179us/step - loss: 0.1608 - acc: 0.9852
Epoch 78/200
135/135 [==============================] - 0s 171us/step - loss: 0.1584 - acc: 0.9778
Epoch 79/200
135/135 [==============================] - 0s 174us/step - loss: 0.1566 - acc: 0.9778
Epoch 80/200
135/135 [==============================] - 0s 174us/step - loss: 0.1564 - acc: 0.9778
Epoch 81/200
135/135 [==============================] - 0s 167us/step - loss: 0.1542 - acc: 0.9778
Epoch 82/200
135/135 [==============================] - 0s 171us/step - loss: 0.1521 - acc: 0.9852
Epoch 83/200
135/135 [==============================] - 0s 182us/step - loss: 0.1496 - acc: 0.9778
Epoch 84/200
135/135 [==============================] - 0s 162us/step - loss: 0.1502 - acc: 0.9778
Epoch 85/200
135/135 [==============================] - 0s 142us/step - loss: 0.1470 - acc: 0.9926
Epoch 86/200
135/135 [==============================] - 0s 168us/step - loss: 0.1444 - acc: 0.9778
Epoch 87/200
135/135 [==============================] - 0s 159us/step - loss: 0.1461 - acc: 0.9778
Epoch 88/200
135/135 [==============================] - 0s 153us/step - loss: 0.1419 - acc: 0.9778
Epoch 89/200
135/135 [==============================] - 0s 154us/step - loss: 0.1408 - acc: 0.9778
Epoch 90/200
135/135 [==============================] - 0s 153us/step - loss: 0.1379 - acc: 0.9704
Epoch 91/200
135/135 [==============================] - 0s 161us/step - loss: 0.1368 - acc: 0.9778
Epoch 92/200
135/135 [==============================] - 0s 155us/step - loss: 0.1358 - acc: 0.9778
Epoch 93/200
135/135 [==============================] - 0s 162us/step - loss: 0.1379 - acc: 0.9778
Epoch 94/200
135/135 [==============================] - 0s 161us/step - loss: 0.1328 - acc: 0.9704
Epoch 95/200
135/135 [==============================] - 0s 157us/step - loss: 0.1326 - acc: 0.9778
Epoch 96/200
135/135 [==============================] - 0s 153us/step - loss: 0.1303 - acc: 0.9852
Epoch 97/200
135/135 [==============================] - 0s 141us/step - loss: 0.1284 - acc: 0.9778
Epoch 98/200
135/135 [==============================] - 0s 140us/step - loss: 0.1318 - acc: 0.9778
Epoch 99/200
135/135 [==============================] - 0s 140us/step - loss: 0.1277 - acc: 0.9778
Epoch 100/200
135/135 [==============================] - 0s 140us/step - loss: 0.1262 - acc: 0.9778
Epoch 101/200
135/135 [==============================] - 0s 141us/step - loss: 0.1244 - acc: 0.9778
Epoch 102/200
135/135 [==============================] - 0s 140us/step - loss: 0.1227 - acc: 0.9778
Epoch 103/200
135/135 [==============================] - 0s 140us/step - loss: 0.1211 - acc: 0.9778
Epoch 104/200
135/135 [==============================] - 0s 149us/step - loss: 0.1199 - acc: 0.9778
Epoch 105/200
135/135 [==============================] - 0s 151us/step - loss: 0.1185 - acc: 0.9778
Epoch 106/200
135/135 [==============================] - 0s 147us/step - loss: 0.1174 - acc: 0.9704
Epoch 107/200
135/135 [==============================] - 0s 141us/step - loss: 0.1166 - acc: 0.9778
Epoch 108/200
135/135 [==============================] - 0s 143us/step - loss: 0.1167 - acc: 0.9778
Epoch 109/200
135/135 [==============================] - 0s 143us/step - loss: 0.1160 - acc: 0.9778
Epoch 110/200
135/135 [==============================] - 0s 143us/step - loss: 0.1182 - acc: 0.9778
Epoch 111/200
135/135 [==============================] - 0s 147us/step - loss: 0.1155 - acc: 0.9778
Epoch 112/200
135/135 [==============================] - 0s 143us/step - loss: 0.1167 - acc: 0.9778
Epoch 113/200
135/135 [==============================] - 0s 140us/step - loss: 0.1108 - acc: 0.9778
Epoch 114/200
135/135 [==============================] - 0s 140us/step - loss: 0.1103 - acc: 0.9704
Epoch 115/200
135/135 [==============================] - 0s 143us/step - loss: 0.1105 - acc: 0.9778
Epoch 116/200
135/135 [==============================] - 0s 139us/step - loss: 0.1087 - acc: 0.9778
Epoch 117/200
135/135 [==============================] - 0s 136us/step - loss: 0.1070 - acc: 0.9778
Epoch 118/200
135/135 [==============================] - 0s 138us/step - loss: 0.1072 - acc: 0.9704
Epoch 119/200
135/135 [==============================] - 0s 137us/step - loss: 0.1066 - acc: 0.9778
Epoch 120/200
135/135 [==============================] - 0s 137us/step - loss: 0.1042 - acc: 0.9778
Epoch 121/200
135/135 [==============================] - 0s 139us/step - loss: 0.1037 - acc: 0.9778
Epoch 122/200
135/135 [==============================] - 0s 140us/step - loss: 0.1039 - acc: 0.9778
Epoch 123/200
135/135 [==============================] - 0s 137us/step - loss: 0.1012 - acc: 0.9778
Epoch 124/200
135/135 [==============================] - 0s 136us/step - loss: 0.1018 - acc: 0.9704
Epoch 125/200
135/135 [==============================] - 0s 137us/step - loss: 0.1011 - acc: 0.9778
Epoch 126/200
135/135 [==============================] - 0s 137us/step - loss: 0.0998 - acc: 0.9778
Epoch 127/200
135/135 [==============================] - 0s 136us/step - loss: 0.1008 - acc: 0.9704
Epoch 128/200
135/135 [==============================] - 0s 135us/step - loss: 0.0983 - acc: 0.9778
Epoch 129/200
135/135 [==============================] - 0s 135us/step - loss: 0.0977 - acc: 0.9778
Epoch 130/200
135/135 [==============================] - 0s 134us/step - loss: 0.0965 - acc: 0.9704
Epoch 131/200
135/135 [==============================] - 0s 134us/step - loss: 0.0965 - acc: 0.9778
Epoch 132/200
135/135 [==============================] - 0s 136us/step - loss: 0.0948 - acc: 0.9778
Epoch 133/200
135/135 [==============================] - 0s 136us/step - loss: 0.0957 - acc: 0.9778
Epoch 134/200
135/135 [==============================] - 0s 135us/step - loss: 0.0940 - acc: 0.9778
Epoch 135/200
135/135 [==============================] - 0s 136us/step - loss: 0.0945 - acc: 0.9778
Epoch 136/200
135/135 [==============================] - 0s 138us/step - loss: 0.0946 - acc: 0.9704
Epoch 137/200
135/135 [==============================] - 0s 139us/step - loss: 0.0920 - acc: 0.9778
Epoch 138/200
135/135 [==============================] - 0s 140us/step - loss: 0.0946 - acc: 0.9778
Epoch 139/200
135/135 [==============================] - 0s 138us/step - loss: 0.0917 - acc: 0.9778
Epoch 140/200
135/135 [==============================] - 0s 140us/step - loss: 0.0928 - acc: 0.9778
Epoch 141/200
135/135 [==============================] - 0s 138us/step - loss: 0.0897 - acc: 0.9778
Epoch 142/200
135/135 [==============================] - 0s 140us/step - loss: 0.0896 - acc: 0.9778
Epoch 143/200
135/135 [==============================] - 0s 140us/step - loss: 0.0882 - acc: 0.9704
Epoch 144/200
135/135 [==============================] - 0s 139us/step - loss: 0.0880 - acc: 0.9778
Epoch 145/200
135/135 [==============================] - 0s 140us/step - loss: 0.0879 - acc: 0.9778
Epoch 146/200
135/135 [==============================] - 0s 140us/step - loss: 0.0879 - acc: 0.9704
Epoch 147/200
135/135 [==============================] - 0s 139us/step - loss: 0.0857 - acc: 0.9778
Epoch 148/200
135/135 [==============================] - 0s 141us/step - loss: 0.0848 - acc: 0.9778
Epoch 149/200
135/135 [==============================] - 0s 140us/step - loss: 0.0860 - acc: 0.9778
Epoch 150/200
135/135 [==============================] - 0s 138us/step - loss: 0.0839 - acc: 0.9778
Epoch 151/200
135/135 [==============================] - 0s 139us/step - loss: 0.0862 - acc: 0.9778
Epoch 152/200
135/135 [==============================] - 0s 138us/step - loss: 0.0828 - acc: 0.9778
Epoch 153/200
135/135 [==============================] - 0s 138us/step - loss: 0.0833 - acc: 0.9778
Epoch 154/200
135/135 [==============================] - 0s 139us/step - loss: 0.0838 - acc: 0.9704
Epoch 155/200
135/135 [==============================] - 0s 138us/step - loss: 0.0816 - acc: 0.9778
Epoch 156/200
135/135 [==============================] - 0s 140us/step - loss: 0.0824 - acc: 0.9778
Epoch 157/200
135/135 [==============================] - 0s 138us/step - loss: 0.0805 - acc: 0.9778
Epoch 158/200
135/135 [==============================] - 0s 139us/step - loss: 0.0792 - acc: 0.9778
Epoch 159/200
135/135 [==============================] - 0s 140us/step - loss: 0.0807 - acc: 0.9778
Epoch 160/200
135/135 [==============================] - 0s 140us/step - loss: 0.0829 - acc: 0.9778
Epoch 161/200
135/135 [==============================] - 0s 138us/step - loss: 0.0786 - acc: 0.9778
Epoch 162/200
135/135 [==============================] - 0s 139us/step - loss: 0.0777 - acc: 0.9778
Epoch 163/200
135/135 [==============================] - 0s 139us/step - loss: 0.0781 - acc: 0.9778
Epoch 164/200
135/135 [==============================] - 0s 140us/step - loss: 0.0825 - acc: 0.9704
Epoch 165/200
135/135 [==============================] - 0s 140us/step - loss: 0.0853 - acc: 0.9704
Epoch 166/200
135/135 [==============================] - 0s 138us/step - loss: 0.0799 - acc: 0.9778
Epoch 167/200
135/135 [==============================] - 0s 139us/step - loss: 0.0755 - acc: 0.9852
Epoch 168/200
135/135 [==============================] - 0s 138us/step - loss: 0.0769 - acc: 0.9778
Epoch 169/200
135/135 [==============================] - 0s 139us/step - loss: 0.0762 - acc: 0.9778
Epoch 170/200
135/135 [==============================] - 0s 139us/step - loss: 0.0752 - acc: 0.9852
Epoch 171/200
135/135 [==============================] - 0s 138us/step - loss: 0.0762 - acc: 0.9778
Epoch 172/200
135/135 [==============================] - 0s 139us/step - loss: 0.0757 - acc: 0.9852
Epoch 173/200
135/135 [==============================] - 0s 138us/step - loss: 0.0756 - acc: 0.9704
Epoch 174/200
135/135 [==============================] - 0s 139us/step - loss: 0.0738 - acc: 0.9778
Epoch 175/200
135/135 [==============================] - 0s 140us/step - loss: 0.0727 - acc: 0.9778
Epoch 176/200
135/135 [==============================] - 0s 139us/step - loss: 0.0738 - acc: 0.9778
Epoch 177/200
135/135 [==============================] - 0s 140us/step - loss: 0.0747 - acc: 0.9704
Epoch 178/200
135/135 [==============================] - 0s 139us/step - loss: 0.0742 - acc: 0.9704
Epoch 179/200
135/135 [==============================] - 0s 140us/step - loss: 0.0731 - acc: 0.9778
Epoch 180/200
135/135 [==============================] - 0s 139us/step - loss: 0.0744 - acc: 0.9778
Epoch 181/200
135/135 [==============================] - 0s 140us/step - loss: 0.0711 - acc: 0.9778
Epoch 182/200
135/135 [==============================] - 0s 140us/step - loss: 0.0744 - acc: 0.9704
Epoch 183/200
135/135 [==============================] - 0s 139us/step - loss: 0.0735 - acc: 0.9704
Epoch 184/200
135/135 [==============================] - 0s 139us/step - loss: 0.0704 - acc: 0.9778
Epoch 185/200
135/135 [==============================] - 0s 139us/step - loss: 0.0700 - acc: 0.9778
Epoch 186/200
135/135 [==============================] - 0s 140us/step - loss: 0.0711 - acc: 0.9778
Epoch 187/200
135/135 [==============================] - 0s 140us/step - loss: 0.0736 - acc: 0.9778
Epoch 188/200
135/135 [==============================] - 0s 143us/step - loss: 0.0691 - acc: 0.9778
Epoch 189/200
135/135 [==============================] - 0s 140us/step - loss: 0.0687 - acc: 0.9778
Epoch 190/200
135/135 [==============================] - 0s 140us/step - loss: 0.0697 - acc: 0.9852
Epoch 191/200
135/135 [==============================] - 0s 141us/step - loss: 0.0723 - acc: 0.9704
Epoch 192/200
135/135 [==============================] - 0s 140us/step - loss: 0.0713 - acc: 0.9778
Epoch 193/200
135/135 [==============================] - 0s 140us/step - loss: 0.0690 - acc: 0.9778
Epoch 194/200
135/135 [==============================] - 0s 140us/step - loss: 0.0682 - acc: 0.9778
Epoch 195/200
135/135 [==============================] - 0s 140us/step - loss: 0.0676 - acc: 0.9778
Epoch 196/200
135/135 [==============================] - 0s 139us/step - loss: 0.0666 - acc: 0.9778
Epoch 197/200
135/135 [==============================] - 0s 140us/step - loss: 0.0699 - acc: 0.9778
Epoch 198/200
135/135 [==============================] - 0s 140us/step - loss: 0.0670 - acc: 0.9778
Epoch 199/200
135/135 [==============================] - 0s 141us/step - loss: 0.0654 - acc: 0.9778
Epoch 200/200
135/135 [==============================] - 0s 140us/step - loss: 0.0658 - acc: 0.9778
15/15 [==============================] - 0s 8ms/step
Epoch 1/200
135/135 [==============================] - 0s 3ms/step - loss: 1.8955 - acc: 0.3259
Epoch 2/200
135/135 [==============================] - 0s 306us/step - loss: 1.4558 - acc: 0.3259
Epoch 3/200
135/135 [==============================] - 0s 215us/step - loss: 1.1435 - acc: 0.5630
Epoch 4/200
135/135 [==============================] - 0s 176us/step - loss: 0.9771 - acc: 0.6444
Epoch 5/200
135/135 [==============================] - 0s 157us/step - loss: 0.8965 - acc: 0.6444
Epoch 6/200
135/135 [==============================] - 0s 153us/step - loss: 0.8516 - acc: 0.5185
Epoch 7/200
135/135 [==============================] - 0s 158us/step - loss: 0.8289 - acc: 0.4000
Epoch 8/200
135/135 [==============================] - 0s 156us/step - loss: 0.8083 - acc: 0.4741
Epoch 9/200
135/135 [==============================] - 0s 153us/step - loss: 0.7905 - acc: 0.5259
Epoch 10/200
135/135 [==============================] - 0s 152us/step - loss: 0.7779 - acc: 0.6148
Epoch 11/200
135/135 [==============================] - 0s 152us/step - loss: 0.7592 - acc: 0.6222
Epoch 12/200
135/135 [==============================] - 0s 144us/step - loss: 0.7441 - acc: 0.6370
Epoch 13/200
135/135 [==============================] - 0s 163us/step - loss: 0.7312 - acc: 0.6370
Epoch 14/200
135/135 [==============================] - 0s 165us/step - loss: 0.7188 - acc: 0.6519
Epoch 15/200
135/135 [==============================] - 0s 163us/step - loss: 0.7039 - acc: 0.6667
Epoch 16/200
135/135 [==============================] - 0s 172us/step - loss: 0.6941 - acc: 0.6148
Epoch 17/200
135/135 [==============================] - 0s 153us/step - loss: 0.6803 - acc: 0.6296
Epoch 18/200
135/135 [==============================] - 0s 144us/step - loss: 0.6647 - acc: 0.6296
Epoch 19/200
135/135 [==============================] - 0s 144us/step - loss: 0.6508 - acc: 0.6519
Epoch 20/200
135/135 [==============================] - 0s 144us/step - loss: 0.6388 - acc: 0.6667
Epoch 21/200
135/135 [==============================] - 0s 142us/step - loss: 0.6264 - acc: 0.6444
Epoch 22/200
135/135 [==============================] - 0s 142us/step - loss: 0.6155 - acc: 0.6444
Epoch 23/200
135/135 [==============================] - 0s 142us/step - loss: 0.6106 - acc: 0.6741
Epoch 24/200
135/135 [==============================] - 0s 140us/step - loss: 0.5974 - acc: 0.6370
Epoch 25/200
135/135 [==============================] - 0s 140us/step - loss: 0.5904 - acc: 0.6593
Epoch 26/200
135/135 [==============================] - 0s 141us/step - loss: 0.5785 - acc: 0.6593
Epoch 27/200
135/135 [==============================] - 0s 141us/step - loss: 0.5744 - acc: 0.6667
Epoch 28/200
135/135 [==============================] - 0s 138us/step - loss: 0.5670 - acc: 0.6074
Epoch 29/200
135/135 [==============================] - 0s 137us/step - loss: 0.5561 - acc: 0.6741
Epoch 30/200
135/135 [==============================] - 0s 138us/step - loss: 0.5514 - acc: 0.6667
Epoch 31/200
135/135 [==============================] - 0s 138us/step - loss: 0.5426 - acc: 0.6741
Epoch 32/200
135/135 [==============================] - 0s 138us/step - loss: 0.5354 - acc: 0.6741
Epoch 33/200
135/135 [==============================] - 0s 139us/step - loss: 0.5311 - acc: 0.6889
Epoch 34/200
135/135 [==============================] - 0s 139us/step - loss: 0.5256 - acc: 0.6741
Epoch 35/200
135/135 [==============================] - 0s 138us/step - loss: 0.5201 - acc: 0.6815
Epoch 36/200
135/135 [==============================] - 0s 140us/step - loss: 0.5146 - acc: 0.6963
Epoch 37/200
135/135 [==============================] - 0s 142us/step - loss: 0.5101 - acc: 0.6741
Epoch 38/200
135/135 [==============================] - 0s 140us/step - loss: 0.5040 - acc: 0.6741
Epoch 39/200
135/135 [==============================] - 0s 139us/step - loss: 0.4989 - acc: 0.7111
Epoch 40/200
135/135 [==============================] - 0s 138us/step - loss: 0.4938 - acc: 0.7037
Epoch 41/200
135/135 [==============================] - 0s 137us/step - loss: 0.4911 - acc: 0.7333
Epoch 42/200
135/135 [==============================] - 0s 137us/step - loss: 0.4871 - acc: 0.6963
Epoch 43/200
135/135 [==============================] - 0s 139us/step - loss: 0.4816 - acc: 0.7333
Epoch 44/200
135/135 [==============================] - 0s 138us/step - loss: 0.4798 - acc: 0.7037
Epoch 45/200
135/135 [==============================] - 0s 137us/step - loss: 0.4727 - acc: 0.7259
Epoch 46/200
135/135 [==============================] - 0s 138us/step - loss: 0.4688 - acc: 0.7778
Epoch 47/200
135/135 [==============================] - 0s 138us/step - loss: 0.4649 - acc: 0.7630
Epoch 48/200
135/135 [==============================] - 0s 137us/step - loss: 0.4618 - acc: 0.7852
Epoch 49/200
135/135 [==============================] - 0s 137us/step - loss: 0.4579 - acc: 0.7852
Epoch 50/200
135/135 [==============================] - 0s 137us/step - loss: 0.4558 - acc: 0.7556
Epoch 51/200
135/135 [==============================] - 0s 137us/step - loss: 0.4520 - acc: 0.7333
Epoch 52/200
135/135 [==============================] - 0s 138us/step - loss: 0.4480 - acc: 0.8519
Epoch 53/200
135/135 [==============================] - 0s 137us/step - loss: 0.4442 - acc: 0.8519
Epoch 54/200
135/135 [==============================] - 0s 137us/step - loss: 0.4394 - acc: 0.7852
Epoch 55/200
135/135 [==============================] - 0s 136us/step - loss: 0.4354 - acc: 0.8074
Epoch 56/200
135/135 [==============================] - 0s 137us/step - loss: 0.4339 - acc: 0.8296
Epoch 57/200
135/135 [==============================] - 0s 138us/step - loss: 0.4290 - acc: 0.8815
Epoch 58/200
135/135 [==============================] - 0s 136us/step - loss: 0.4269 - acc: 0.8370
Epoch 59/200
135/135 [==============================] - 0s 135us/step - loss: 0.4254 - acc: 0.8889
Epoch 60/200
135/135 [==============================] - 0s 137us/step - loss: 0.4181 - acc: 0.8889
Epoch 61/200
135/135 [==============================] - 0s 137us/step - loss: 0.4156 - acc: 0.8889
Epoch 62/200
135/135 [==============================] - 0s 137us/step - loss: 0.4125 - acc: 0.8889
Epoch 63/200
135/135 [==============================] - 0s 137us/step - loss: 0.4102 - acc: 0.8889
Epoch 64/200
135/135 [==============================] - 0s 138us/step - loss: 0.4066 - acc: 0.8815
Epoch 65/200
135/135 [==============================] - 0s 138us/step - loss: 0.4046 - acc: 0.8593
Epoch 66/200
135/135 [==============================] - 0s 138us/step - loss: 0.4009 - acc: 0.9111
Epoch 67/200
135/135 [==============================] - 0s 137us/step - loss: 0.3973 - acc: 0.9111
Epoch 68/200
135/135 [==============================] - 0s 139us/step - loss: 0.3940 - acc: 0.9185
Epoch 69/200
135/135 [==============================] - 0s 137us/step - loss: 0.3897 - acc: 0.9407
Epoch 70/200
135/135 [==============================] - 0s 138us/step - loss: 0.3905 - acc: 0.8889
Epoch 71/200
135/135 [==============================] - 0s 138us/step - loss: 0.3834 - acc: 0.9407
Epoch 72/200
135/135 [==============================] - 0s 138us/step - loss: 0.3828 - acc: 0.9111
Epoch 73/200
135/135 [==============================] - 0s 139us/step - loss: 0.3777 - acc: 0.9407
Epoch 74/200
135/135 [==============================] - 0s 142us/step - loss: 0.3772 - acc: 0.9259
Epoch 75/200
135/135 [==============================] - 0s 138us/step - loss: 0.3706 - acc: 0.9481
Epoch 76/200
135/135 [==============================] - 0s 138us/step - loss: 0.3720 - acc: 0.8815
Epoch 77/200
135/135 [==============================] - 0s 138us/step - loss: 0.3667 - acc: 0.9407
Epoch 78/200
135/135 [==============================] - 0s 140us/step - loss: 0.3629 - acc: 0.9333
Epoch 79/200
135/135 [==============================] - 0s 138us/step - loss: 0.3601 - acc: 0.9481
Epoch 80/200
135/135 [==============================] - 0s 140us/step - loss: 0.3582 - acc: 0.9259
Epoch 81/200
135/135 [==============================] - 0s 138us/step - loss: 0.3554 - acc: 0.9407
Epoch 82/200
135/135 [==============================] - 0s 138us/step - loss: 0.3510 - acc: 0.9556
Epoch 83/200
135/135 [==============================] - 0s 140us/step - loss: 0.3487 - acc: 0.9481
Epoch 84/200
135/135 [==============================] - 0s 137us/step - loss: 0.3478 - acc: 0.9407
Epoch 85/200
135/135 [==============================] - 0s 140us/step - loss: 0.3436 - acc: 0.9407
Epoch 86/200
135/135 [==============================] - 0s 140us/step - loss: 0.3413 - acc: 0.9481
Epoch 87/200
135/135 [==============================] - 0s 138us/step - loss: 0.3385 - acc: 0.9407
Epoch 88/200
135/135 [==============================] - 0s 138us/step - loss: 0.3352 - acc: 0.9407
Epoch 89/200
135/135 [==============================] - 0s 139us/step - loss: 0.3320 - acc: 0.9556
Epoch 90/200
135/135 [==============================] - 0s 137us/step - loss: 0.3279 - acc: 0.9556
Epoch 91/200
135/135 [==============================] - 0s 141us/step - loss: 0.3256 - acc: 0.9481
Epoch 92/200
135/135 [==============================] - 0s 136us/step - loss: 0.3246 - acc: 0.9556
Epoch 93/200
135/135 [==============================] - 0s 137us/step - loss: 0.3223 - acc: 0.9481
Epoch 94/200
135/135 [==============================] - 0s 137us/step - loss: 0.3180 - acc: 0.9556
Epoch 95/200
135/135 [==============================] - 0s 136us/step - loss: 0.3166 - acc: 0.9481
Epoch 96/200
135/135 [==============================] - 0s 138us/step - loss: 0.3122 - acc: 0.9630
Epoch 97/200
135/135 [==============================] - 0s 137us/step - loss: 0.3106 - acc: 0.9481
Epoch 98/200
135/135 [==============================] - 0s 137us/step - loss: 0.3077 - acc: 0.9556
Epoch 99/200
135/135 [==============================] - 0s 138us/step - loss: 0.3083 - acc: 0.9407
Epoch 100/200
135/135 [==============================] - 0s 138us/step - loss: 0.3008 - acc: 0.9556
Epoch 101/200
135/135 [==============================] - 0s 137us/step - loss: 0.3003 - acc: 0.9407
Epoch 102/200
135/135 [==============================] - 0s 136us/step - loss: 0.2986 - acc: 0.9556
Epoch 103/200
135/135 [==============================] - 0s 138us/step - loss: 0.2951 - acc: 0.9556
Epoch 104/200
135/135 [==============================] - 0s 139us/step - loss: 0.2916 - acc: 0.9556
Epoch 105/200
135/135 [==============================] - 0s 137us/step - loss: 0.2890 - acc: 0.9556
Epoch 106/200
135/135 [==============================] - 0s 138us/step - loss: 0.2861 - acc: 0.9556
Epoch 107/200
135/135 [==============================] - 0s 137us/step - loss: 0.2853 - acc: 0.9556
Epoch 108/200
135/135 [==============================] - 0s 137us/step - loss: 0.2849 - acc: 0.9481
Epoch 109/200
135/135 [==============================] - 0s 138us/step - loss: 0.2805 - acc: 0.9481
Epoch 110/200
135/135 [==============================] - 0s 137us/step - loss: 0.2768 - acc: 0.9630
Epoch 111/200
135/135 [==============================] - 0s 138us/step - loss: 0.2743 - acc: 0.9630
Epoch 112/200
135/135 [==============================] - 0s 138us/step - loss: 0.2755 - acc: 0.9556
Epoch 113/200
135/135 [==============================] - 0s 136us/step - loss: 0.2689 - acc: 0.9630
Epoch 114/200
135/135 [==============================] - 0s 139us/step - loss: 0.2684 - acc: 0.9630
Epoch 115/200
135/135 [==============================] - 0s 137us/step - loss: 0.2654 - acc: 0.9556
Epoch 116/200
135/135 [==============================] - 0s 139us/step - loss: 0.2624 - acc: 0.9556
Epoch 117/200
135/135 [==============================] - 0s 137us/step - loss: 0.2625 - acc: 0.9630
Epoch 118/200
135/135 [==============================] - 0s 137us/step - loss: 0.2577 - acc: 0.9630
Epoch 119/200
135/135 [==============================] - 0s 137us/step - loss: 0.2555 - acc: 0.9556
Epoch 120/200
135/135 [==============================] - 0s 138us/step - loss: 0.2558 - acc: 0.9556
Epoch 121/200
135/135 [==============================] - 0s 138us/step - loss: 0.2516 - acc: 0.9704
Epoch 122/200
135/135 [==============================] - 0s 139us/step - loss: 0.2498 - acc: 0.9630
Epoch 123/200
135/135 [==============================] - 0s 140us/step - loss: 0.2474 - acc: 0.9556
Epoch 124/200
135/135 [==============================] - 0s 137us/step - loss: 0.2457 - acc: 0.9556
Epoch 125/200
135/135 [==============================] - 0s 137us/step - loss: 0.2447 - acc: 0.9556
Epoch 126/200
135/135 [==============================] - 0s 137us/step - loss: 0.2431 - acc: 0.9704
Epoch 127/200
135/135 [==============================] - 0s 136us/step - loss: 0.2410 - acc: 0.9556
Epoch 128/200
135/135 [==============================] - 0s 137us/step - loss: 0.2366 - acc: 0.9630
Epoch 129/200
135/135 [==============================] - 0s 138us/step - loss: 0.2353 - acc: 0.9704
Epoch 130/200
135/135 [==============================] - 0s 138us/step - loss: 0.2340 - acc: 0.9556
Epoch 131/200
135/135 [==============================] - 0s 139us/step - loss: 0.2308 - acc: 0.9630
Epoch 132/200
135/135 [==============================] - 0s 138us/step - loss: 0.2293 - acc: 0.9630
Epoch 133/200
135/135 [==============================] - 0s 138us/step - loss: 0.2272 - acc: 0.9556
Epoch 134/200
135/135 [==============================] - 0s 139us/step - loss: 0.2269 - acc: 0.9630
Epoch 135/200
135/135 [==============================] - 0s 141us/step - loss: 0.2234 - acc: 0.9630
Epoch 136/200
135/135 [==============================] - 0s 143us/step - loss: 0.2239 - acc: 0.9630
Epoch 137/200
135/135 [==============================] - 0s 142us/step - loss: 0.2201 - acc: 0.9630
Epoch 138/200
135/135 [==============================] - 0s 138us/step - loss: 0.2183 - acc: 0.9630
Epoch 139/200
135/135 [==============================] - 0s 138us/step - loss: 0.2167 - acc: 0.9556
Epoch 140/200
135/135 [==============================] - 0s 139us/step - loss: 0.2135 - acc: 0.9630
Epoch 141/200
135/135 [==============================] - 0s 142us/step - loss: 0.2130 - acc: 0.9630
Epoch 142/200
135/135 [==============================] - 0s 139us/step - loss: 0.2104 - acc: 0.9704
Epoch 143/200
135/135 [==============================] - 0s 138us/step - loss: 0.2095 - acc: 0.9630
Epoch 144/200
135/135 [==============================] - 0s 139us/step - loss: 0.2113 - acc: 0.9556
Epoch 145/200
135/135 [==============================] - 0s 137us/step - loss: 0.2114 - acc: 0.9556
Epoch 146/200
135/135 [==============================] - 0s 137us/step - loss: 0.2041 - acc: 0.9704
Epoch 147/200
135/135 [==============================] - 0s 137us/step - loss: 0.2024 - acc: 0.9704
Epoch 148/200
135/135 [==============================] - 0s 138us/step - loss: 0.2008 - acc: 0.9704
Epoch 149/200
135/135 [==============================] - 0s 138us/step - loss: 0.2001 - acc: 0.9704
Epoch 150/200
135/135 [==============================] - 0s 139us/step - loss: 0.1994 - acc: 0.9630
Epoch 151/200
135/135 [==============================] - 0s 139us/step - loss: 0.1985 - acc: 0.9704
Epoch 152/200
135/135 [==============================] - 0s 139us/step - loss: 0.1957 - acc: 0.9630
Epoch 153/200
135/135 [==============================] - 0s 139us/step - loss: 0.1961 - acc: 0.9556
Epoch 154/200
135/135 [==============================] - 0s 138us/step - loss: 0.1937 - acc: 0.9630
Epoch 155/200
135/135 [==============================] - 0s 138us/step - loss: 0.1894 - acc: 0.9778
Epoch 156/200
135/135 [==============================] - 0s 137us/step - loss: 0.1903 - acc: 0.9630
Epoch 157/200
135/135 [==============================] - 0s 138us/step - loss: 0.1872 - acc: 0.9704
Epoch 158/200
135/135 [==============================] - 0s 138us/step - loss: 0.1885 - acc: 0.9778
Epoch 159/200
135/135 [==============================] - 0s 137us/step - loss: 0.1869 - acc: 0.9556
Epoch 160/200
135/135 [==============================] - 0s 138us/step - loss: 0.1846 - acc: 0.9778
Epoch 161/200
135/135 [==============================] - 0s 137us/step - loss: 0.1839 - acc: 0.9704
Epoch 162/200
135/135 [==============================] - 0s 137us/step - loss: 0.1804 - acc: 0.9704
Epoch 163/200
135/135 [==============================] - 0s 138us/step - loss: 0.1797 - acc: 0.9778
Epoch 164/200
135/135 [==============================] - 0s 137us/step - loss: 0.1777 - acc: 0.9704
Epoch 165/200
135/135 [==============================] - 0s 138us/step - loss: 0.1784 - acc: 0.9778
Epoch 166/200
135/135 [==============================] - 0s 138us/step - loss: 0.1812 - acc: 0.9481
Epoch 167/200
135/135 [==============================] - 0s 137us/step - loss: 0.1748 - acc: 0.9704
Epoch 168/200
135/135 [==============================] - 0s 136us/step - loss: 0.1739 - acc: 0.9704
Epoch 169/200
135/135 [==============================] - 0s 137us/step - loss: 0.1729 - acc: 0.9778
Epoch 170/200
135/135 [==============================] - 0s 137us/step - loss: 0.1699 - acc: 0.9778
Epoch 171/200
135/135 [==============================] - 0s 138us/step - loss: 0.1695 - acc: 0.9778
Epoch 172/200
135/135 [==============================] - 0s 137us/step - loss: 0.1689 - acc: 0.9704
Epoch 173/200
135/135 [==============================] - 0s 138us/step - loss: 0.1679 - acc: 0.9778
Epoch 174/200
135/135 [==============================] - 0s 137us/step - loss: 0.1653 - acc: 0.9704
Epoch 175/200
135/135 [==============================] - 0s 138us/step - loss: 0.1657 - acc: 0.9704
Epoch 176/200
135/135 [==============================] - 0s 137us/step - loss: 0.1630 - acc: 0.9704
Epoch 177/200
135/135 [==============================] - 0s 137us/step - loss: 0.1630 - acc: 0.9778
Epoch 178/200
135/135 [==============================] - 0s 137us/step - loss: 0.1622 - acc: 0.9778
Epoch 179/200
135/135 [==============================] - 0s 138us/step - loss: 0.1618 - acc: 0.9778
Epoch 180/200
135/135 [==============================] - 0s 139us/step - loss: 0.1586 - acc: 0.9704
Epoch 181/200
135/135 [==============================] - 0s 138us/step - loss: 0.1585 - acc: 0.9704
Epoch 182/200
135/135 [==============================] - 0s 137us/step - loss: 0.1580 - acc: 0.9704
Epoch 183/200
135/135 [==============================] - 0s 139us/step - loss: 0.1556 - acc: 0.9778
Epoch 184/200
135/135 [==============================] - 0s 138us/step - loss: 0.1560 - acc: 0.9704
Epoch 185/200
135/135 [==============================] - 0s 137us/step - loss: 0.1572 - acc: 0.9778
Epoch 186/200
135/135 [==============================] - 0s 137us/step - loss: 0.1529 - acc: 0.9704
Epoch 187/200
135/135 [==============================] - 0s 137us/step - loss: 0.1529 - acc: 0.9704
Epoch 188/200
135/135 [==============================] - 0s 138us/step - loss: 0.1542 - acc: 0.9778
Epoch 189/200
135/135 [==============================] - 0s 138us/step - loss: 0.1502 - acc: 0.9704
Epoch 190/200
135/135 [==============================] - 0s 138us/step - loss: 0.1505 - acc: 0.9704
Epoch 191/200
135/135 [==============================] - 0s 137us/step - loss: 0.1483 - acc: 0.9778
Epoch 192/200
135/135 [==============================] - 0s 138us/step - loss: 0.1496 - acc: 0.9630
Epoch 193/200
135/135 [==============================] - 0s 137us/step - loss: 0.1474 - acc: 0.9778
Epoch 194/200
135/135 [==============================] - 0s 140us/step - loss: 0.1464 - acc: 0.9778
Epoch 195/200
135/135 [==============================] - 0s 138us/step - loss: 0.1470 - acc: 0.9630
Epoch 196/200
135/135 [==============================] - 0s 137us/step - loss: 0.1450 - acc: 0.9778
Epoch 197/200
135/135 [==============================] - 0s 138us/step - loss: 0.1433 - acc: 0.9778
Epoch 198/200
135/135 [==============================] - 0s 137us/step - loss: 0.1435 - acc: 0.9704
Epoch 199/200
135/135 [==============================] - 0s 138us/step - loss: 0.1420 - acc: 0.9778
Epoch 200/200
135/135 [==============================] - 0s 137us/step - loss: 0.1424 - acc: 0.9778
15/15 [==============================] - 0s 9ms/step
Epoch 1/200
135/135 [==============================] - 0s 3ms/step - loss: 3.1747 - acc: 0.1259
Epoch 2/200
135/135 [==============================] - 0s 208us/step - loss: 2.6101 - acc: 0.3185
Epoch 3/200
135/135 [==============================] - 0s 195us/step - loss: 2.1925 - acc: 0.4741
Epoch 4/200
135/135 [==============================] - 0s 175us/step - loss: 1.8380 - acc: 0.6667
Epoch 5/200
135/135 [==============================] - 0s 173us/step - loss: 1.5819 - acc: 0.6741
Epoch 6/200
135/135 [==============================] - 0s 182us/step - loss: 1.3797 - acc: 0.6741
Epoch 7/200
135/135 [==============================] - 0s 158us/step - loss: 1.2009 - acc: 0.6741
Epoch 8/200
135/135 [==============================] - 0s 162us/step - loss: 1.0607 - acc: 0.6741
Epoch 9/200
135/135 [==============================] - 0s 168us/step - loss: 0.9436 - acc: 0.6741
Epoch 10/200
135/135 [==============================] - 0s 152us/step - loss: 0.8540 - acc: 0.6741
Epoch 11/200
135/135 [==============================] - 0s 151us/step - loss: 0.7724 - acc: 0.6741
Epoch 12/200
135/135 [==============================] - 0s 148us/step - loss: 0.7124 - acc: 0.6741
Epoch 13/200
135/135 [==============================] - 0s 147us/step - loss: 0.6648 - acc: 0.6741
Epoch 14/200
135/135 [==============================] - 0s 144us/step - loss: 0.6268 - acc: 0.6741
Epoch 15/200
135/135 [==============================] - 0s 143us/step - loss: 0.5979 - acc: 0.6741
Epoch 16/200
135/135 [==============================] - 0s 143us/step - loss: 0.5742 - acc: 0.6815
Epoch 17/200
135/135 [==============================] - 0s 143us/step - loss: 0.5547 - acc: 0.6889
Epoch 18/200
135/135 [==============================] - 0s 142us/step - loss: 0.5396 - acc: 0.7259
Epoch 19/200
135/135 [==============================] - 0s 143us/step - loss: 0.5228 - acc: 0.7556
Epoch 20/200
135/135 [==============================] - 0s 143us/step - loss: 0.5105 - acc: 0.7630
Epoch 21/200
135/135 [==============================] - 0s 142us/step - loss: 0.4969 - acc: 0.8148
Epoch 22/200
135/135 [==============================] - 0s 144us/step - loss: 0.4855 - acc: 0.8444
Epoch 23/200
135/135 [==============================] - 0s 145us/step - loss: 0.4742 - acc: 0.8667
Epoch 24/200
135/135 [==============================] - 0s 143us/step - loss: 0.4638 - acc: 0.8963
Epoch 25/200
135/135 [==============================] - 0s 145us/step - loss: 0.4537 - acc: 0.9037
Epoch 26/200
135/135 [==============================] - 0s 143us/step - loss: 0.4443 - acc: 0.9037
Epoch 27/200
135/135 [==============================] - 0s 145us/step - loss: 0.4348 - acc: 0.9111
Epoch 28/200
135/135 [==============================] - 0s 144us/step - loss: 0.4267 - acc: 0.9630
Epoch 29/200
135/135 [==============================] - 0s 147us/step - loss: 0.4184 - acc: 0.9630
Epoch 30/200
135/135 [==============================] - 0s 146us/step - loss: 0.4099 - acc: 0.9630
Epoch 31/200
135/135 [==============================] - 0s 144us/step - loss: 0.4021 - acc: 0.9556
Epoch 32/200
135/135 [==============================] - 0s 144us/step - loss: 0.3948 - acc: 0.9630
Epoch 33/200
135/135 [==============================] - 0s 143us/step - loss: 0.3874 - acc: 0.9630
Epoch 34/200
135/135 [==============================] - 0s 143us/step - loss: 0.3805 - acc: 0.9630
Epoch 35/200
135/135 [==============================] - 0s 146us/step - loss: 0.3736 - acc: 0.9630
Epoch 36/200
135/135 [==============================] - 0s 140us/step - loss: 0.3666 - acc: 0.9630
Epoch 37/200
135/135 [==============================] - 0s 143us/step - loss: 0.3606 - acc: 0.9556
Epoch 38/200
135/135 [==============================] - 0s 142us/step - loss: 0.3537 - acc: 0.9704
Epoch 39/200
135/135 [==============================] - 0s 143us/step - loss: 0.3475 - acc: 0.9704
Epoch 40/200
135/135 [==============================] - 0s 146us/step - loss: 0.3420 - acc: 0.9704
Epoch 41/200
135/135 [==============================] - 0s 142us/step - loss: 0.3380 - acc: 0.9556
Epoch 42/200
135/135 [==============================] - 0s 145us/step - loss: 0.3311 - acc: 0.9704
Epoch 43/200
135/135 [==============================] - 0s 143us/step - loss: 0.3248 - acc: 0.9704
Epoch 44/200
135/135 [==============================] - 0s 142us/step - loss: 0.3200 - acc: 0.9704
Epoch 45/200
135/135 [==============================] - 0s 144us/step - loss: 0.3140 - acc: 0.9704
Epoch 46/200
135/135 [==============================] - 0s 142us/step - loss: 0.3095 - acc: 0.9704
Epoch 47/200
135/135 [==============================] - 0s 142us/step - loss: 0.3035 - acc: 0.9704
Epoch 48/200
135/135 [==============================] - 0s 145us/step - loss: 0.2986 - acc: 0.9704
Epoch 49/200
135/135 [==============================] - 0s 146us/step - loss: 0.2938 - acc: 0.9704
Epoch 50/200
135/135 [==============================] - 0s 144us/step - loss: 0.2886 - acc: 0.9704
Epoch 51/200
135/135 [==============================] - 0s 148us/step - loss: 0.2840 - acc: 0.9704
Epoch 52/200
135/135 [==============================] - 0s 145us/step - loss: 0.2794 - acc: 0.9704
Epoch 53/200
135/135 [==============================] - 0s 143us/step - loss: 0.2746 - acc: 0.9704
Epoch 54/200
135/135 [==============================] - 0s 144us/step - loss: 0.2697 - acc: 0.9704
Epoch 55/200
135/135 [==============================] - 0s 144us/step - loss: 0.2653 - acc: 0.9704
Epoch 56/200
135/135 [==============================] - 0s 143us/step - loss: 0.2607 - acc: 0.9778
Epoch 57/200
135/135 [==============================] - 0s 143us/step - loss: 0.2563 - acc: 0.9778
Epoch 58/200
135/135 [==============================] - 0s 142us/step - loss: 0.2520 - acc: 0.9704
Epoch 59/200
135/135 [==============================] - 0s 144us/step - loss: 0.2472 - acc: 0.9704
Epoch 60/200
135/135 [==============================] - 0s 143us/step - loss: 0.2429 - acc: 0.9704
Epoch 61/200
135/135 [==============================] - 0s 146us/step - loss: 0.2387 - acc: 0.9778
Epoch 62/200
135/135 [==============================] - 0s 143us/step - loss: 0.2355 - acc: 0.9852
Epoch 63/200
135/135 [==============================] - 0s 145us/step - loss: 0.2313 - acc: 0.9778
Epoch 64/200
135/135 [==============================] - 0s 143us/step - loss: 0.2280 - acc: 0.9778
Epoch 65/200
135/135 [==============================] - 0s 143us/step - loss: 0.2254 - acc: 0.9778
Epoch 66/200
135/135 [==============================] - 0s 144us/step - loss: 0.2199 - acc: 0.9778
Epoch 67/200
135/135 [==============================] - 0s 145us/step - loss: 0.2177 - acc: 0.9704
Epoch 68/200
135/135 [==============================] - 0s 151us/step - loss: 0.2136 - acc: 0.9778
Epoch 69/200
135/135 [==============================] - 0s 147us/step - loss: 0.2115 - acc: 0.9778
Epoch 70/200
135/135 [==============================] - 0s 142us/step - loss: 0.2084 - acc: 0.9778
Epoch 71/200
135/135 [==============================] - 0s 141us/step - loss: 0.2042 - acc: 0.9778
Epoch 72/200
135/135 [==============================] - 0s 142us/step - loss: 0.2024 - acc: 0.9778
Epoch 73/200
135/135 [==============================] - 0s 145us/step - loss: 0.1984 - acc: 0.9778
Epoch 74/200
135/135 [==============================] - 0s 142us/step - loss: 0.1952 - acc: 0.9778
Epoch 75/200
135/135 [==============================] - 0s 143us/step - loss: 0.1950 - acc: 0.9778
Epoch 76/200
135/135 [==============================] - 0s 141us/step - loss: 0.1906 - acc: 0.9778
Epoch 77/200
135/135 [==============================] - 0s 142us/step - loss: 0.1881 - acc: 0.9778
Epoch 78/200
135/135 [==============================] - 0s 140us/step - loss: 0.1853 - acc: 0.9778
Epoch 79/200
135/135 [==============================] - 0s 137us/step - loss: 0.1817 - acc: 0.9778
Epoch 80/200
135/135 [==============================] - 0s 138us/step - loss: 0.1810 - acc: 0.9778
Epoch 81/200
135/135 [==============================] - 0s 154us/step - loss: 0.1770 - acc: 0.9778
Epoch 82/200
135/135 [==============================] - 0s 140us/step - loss: 0.1750 - acc: 0.9778
Epoch 83/200
135/135 [==============================] - 0s 142us/step - loss: 0.1743 - acc: 0.9704
Epoch 84/200
135/135 [==============================] - 0s 142us/step - loss: 0.1704 - acc: 0.9778
Epoch 85/200
135/135 [==============================] - 0s 140us/step - loss: 0.1691 - acc: 0.9704
Epoch 86/200
135/135 [==============================] - 0s 142us/step - loss: 0.1685 - acc: 0.9778
Epoch 87/200
135/135 [==============================] - 0s 141us/step - loss: 0.1644 - acc: 0.9778
Epoch 88/200
135/135 [==============================] - 0s 141us/step - loss: 0.1643 - acc: 0.9778
Epoch 89/200
135/135 [==============================] - 0s 142us/step - loss: 0.1606 - acc: 0.9778
Epoch 90/200
135/135 [==============================] - 0s 141us/step - loss: 0.1626 - acc: 0.9778
Epoch 91/200
135/135 [==============================] - 0s 145us/step - loss: 0.1608 - acc: 0.9778
Epoch 92/200
135/135 [==============================] - 0s 142us/step - loss: 0.1559 - acc: 0.9778
Epoch 93/200
135/135 [==============================] - 0s 141us/step - loss: 0.1529 - acc: 0.9778
Epoch 94/200
135/135 [==============================] - 0s 142us/step - loss: 0.1511 - acc: 0.9778
Epoch 95/200
135/135 [==============================] - 0s 142us/step - loss: 0.1511 - acc: 0.9778
Epoch 96/200
135/135 [==============================] - 0s 142us/step - loss: 0.1488 - acc: 0.9778
Epoch 97/200
135/135 [==============================] - 0s 143us/step - loss: 0.1471 - acc: 0.9704
Epoch 98/200
135/135 [==============================] - 0s 140us/step - loss: 0.1453 - acc: 0.9778
Epoch 99/200
135/135 [==============================] - 0s 138us/step - loss: 0.1441 - acc: 0.9778
Epoch 100/200
135/135 [==============================] - 0s 141us/step - loss: 0.1422 - acc: 0.9778
Epoch 101/200
135/135 [==============================] - 0s 143us/step - loss: 0.1417 - acc: 0.9778
Epoch 102/200
135/135 [==============================] - 0s 140us/step - loss: 0.1401 - acc: 0.9778
Epoch 103/200
135/135 [==============================] - 0s 143us/step - loss: 0.1418 - acc: 0.9778
Epoch 104/200
135/135 [==============================] - 0s 139us/step - loss: 0.1396 - acc: 0.9778
Epoch 105/200
135/135 [==============================] - 0s 141us/step - loss: 0.1367 - acc: 0.9778
Epoch 106/200
135/135 [==============================] - 0s 141us/step - loss: 0.1381 - acc: 0.9704
Epoch 107/200
135/135 [==============================] - 0s 140us/step - loss: 0.1371 - acc: 0.9704
Epoch 108/200
135/135 [==============================] - 0s 140us/step - loss: 0.1332 - acc: 0.9704
Epoch 109/200
135/135 [==============================] - 0s 140us/step - loss: 0.1297 - acc: 0.9778
Epoch 110/200
135/135 [==============================] - 0s 139us/step - loss: 0.1299 - acc: 0.9852
Epoch 111/200
135/135 [==============================] - 0s 145us/step - loss: 0.1289 - acc: 0.9778
Epoch 112/200
135/135 [==============================] - 0s 139us/step - loss: 0.1303 - acc: 0.9630
Epoch 113/200
135/135 [==============================] - 0s 140us/step - loss: 0.1270 - acc: 0.9778
Epoch 114/200
135/135 [==============================] - 0s 140us/step - loss: 0.1258 - acc: 0.9704
Epoch 115/200
135/135 [==============================] - 0s 141us/step - loss: 0.1241 - acc: 0.9778
Epoch 116/200
135/135 [==============================] - 0s 140us/step - loss: 0.1229 - acc: 0.9778
Epoch 117/200
135/135 [==============================] - 0s 140us/step - loss: 0.1228 - acc: 0.9778
Epoch 118/200
135/135 [==============================] - 0s 141us/step - loss: 0.1218 - acc: 0.9704
Epoch 119/200
135/135 [==============================] - 0s 142us/step - loss: 0.1228 - acc: 0.9852
Epoch 120/200
135/135 [==============================] - 0s 138us/step - loss: 0.1220 - acc: 0.9778
Epoch 121/200
135/135 [==============================] - 0s 139us/step - loss: 0.1196 - acc: 0.9778
Epoch 122/200
135/135 [==============================] - 0s 142us/step - loss: 0.1189 - acc: 0.9704
Epoch 123/200
135/135 [==============================] - 0s 141us/step - loss: 0.1167 - acc: 0.9704
Epoch 124/200
135/135 [==============================] - 0s 144us/step - loss: 0.1161 - acc: 0.9778
Epoch 125/200
135/135 [==============================] - 0s 140us/step - loss: 0.1155 - acc: 0.9704
Epoch 126/200
135/135 [==============================] - 0s 140us/step - loss: 0.1127 - acc: 0.9778
Epoch 127/200
135/135 [==============================] - 0s 140us/step - loss: 0.1148 - acc: 0.9704
Epoch 128/200
135/135 [==============================] - 0s 140us/step - loss: 0.1141 - acc: 0.9778
Epoch 129/200
135/135 [==============================] - 0s 139us/step - loss: 0.1118 - acc: 0.9778
Epoch 130/200
135/135 [==============================] - 0s 140us/step - loss: 0.1106 - acc: 0.9704
Epoch 131/200
135/135 [==============================] - 0s 140us/step - loss: 0.1099 - acc: 0.9704
Epoch 132/200
135/135 [==============================] - 0s 141us/step - loss: 0.1106 - acc: 0.9778
Epoch 133/200
135/135 [==============================] - 0s 139us/step - loss: 0.1089 - acc: 0.9704
Epoch 134/200
135/135 [==============================] - 0s 140us/step - loss: 0.1093 - acc: 0.9704
Epoch 135/200
135/135 [==============================] - 0s 147us/step - loss: 0.1077 - acc: 0.9778
Epoch 136/200
135/135 [==============================] - 0s 140us/step - loss: 0.1069 - acc: 0.9704
Epoch 137/200
135/135 [==============================] - 0s 141us/step - loss: 0.1066 - acc: 0.9704
Epoch 138/200
135/135 [==============================] - 0s 139us/step - loss: 0.1064 - acc: 0.9704
Epoch 139/200
135/135 [==============================] - 0s 140us/step - loss: 0.1053 - acc: 0.9704
Epoch 140/200
135/135 [==============================] - 0s 140us/step - loss: 0.1076 - acc: 0.9778
Epoch 141/200
135/135 [==============================] - 0s 153us/step - loss: 0.1031 - acc: 0.9704
Epoch 142/200
135/135 [==============================] - 0s 174us/step - loss: 0.1064 - acc: 0.9704
Epoch 143/200
135/135 [==============================] - 0s 144us/step - loss: 0.1021 - acc: 0.9778
Epoch 144/200
135/135 [==============================] - 0s 144us/step - loss: 0.1039 - acc: 0.9630
Epoch 145/200
135/135 [==============================] - 0s 143us/step - loss: 0.1032 - acc: 0.9704
Epoch 146/200
135/135 [==============================] - 0s 144us/step - loss: 0.1004 - acc: 0.9778
Epoch 147/200
135/135 [==============================] - 0s 143us/step - loss: 0.1045 - acc: 0.9704
Epoch 148/200
135/135 [==============================] - 0s 144us/step - loss: 0.0997 - acc: 0.9704
Epoch 149/200
135/135 [==============================] - 0s 143us/step - loss: 0.0994 - acc: 0.9704
Epoch 150/200
135/135 [==============================] - 0s 144us/step - loss: 0.0988 - acc: 0.9704
Epoch 151/200
135/135 [==============================] - 0s 145us/step - loss: 0.1022 - acc: 0.9630
Epoch 152/200
135/135 [==============================] - 0s 146us/step - loss: 0.0992 - acc: 0.9704
Epoch 153/200
135/135 [==============================] - 0s 140us/step - loss: 0.0967 - acc: 0.9704
Epoch 154/200
135/135 [==============================] - 0s 139us/step - loss: 0.1003 - acc: 0.9704
Epoch 155/200
135/135 [==============================] - 0s 137us/step - loss: 0.0962 - acc: 0.9704
Epoch 156/200
135/135 [==============================] - 0s 138us/step - loss: 0.0951 - acc: 0.9704
Epoch 157/200
135/135 [==============================] - 0s 145us/step - loss: 0.0968 - acc: 0.9778
Epoch 158/200
135/135 [==============================] - 0s 139us/step - loss: 0.0977 - acc: 0.9704
Epoch 159/200
135/135 [==============================] - 0s 139us/step - loss: 0.0977 - acc: 0.9704
Epoch 160/200
135/135 [==============================] - 0s 138us/step - loss: 0.0943 - acc: 0.9704
Epoch 161/200
135/135 [==============================] - 0s 137us/step - loss: 0.0942 - acc: 0.9778
Epoch 162/200
135/135 [==============================] - 0s 138us/step - loss: 0.0952 - acc: 0.9704
Epoch 163/200
135/135 [==============================] - 0s 139us/step - loss: 0.0927 - acc: 0.9778
Epoch 164/200
135/135 [==============================] - 0s 139us/step - loss: 0.0927 - acc: 0.9778
Epoch 165/200
135/135 [==============================] - 0s 139us/step - loss: 0.0926 - acc: 0.9704
Epoch 166/200
135/135 [==============================] - 0s 140us/step - loss: 0.0928 - acc: 0.9704
Epoch 167/200
135/135 [==============================] - 0s 139us/step - loss: 0.0905 - acc: 0.9778
Epoch 168/200
135/135 [==============================] - 0s 136us/step - loss: 0.0916 - acc: 0.9704
Epoch 169/200
135/135 [==============================] - 0s 143us/step - loss: 0.0946 - acc: 0.9704
Epoch 170/200
135/135 [==============================] - 0s 139us/step - loss: 0.0903 - acc: 0.9704
Epoch 171/200
135/135 [==============================] - 0s 139us/step - loss: 0.0894 - acc: 0.9704
Epoch 172/200
135/135 [==============================] - 0s 138us/step - loss: 0.0905 - acc: 0.9778
Epoch 173/200
135/135 [==============================] - 0s 140us/step - loss: 0.0896 - acc: 0.9704
Epoch 174/200
135/135 [==============================] - 0s 137us/step - loss: 0.0885 - acc: 0.9778
Epoch 175/200
135/135 [==============================] - 0s 139us/step - loss: 0.0882 - acc: 0.9704
Epoch 176/200
135/135 [==============================] - 0s 141us/step - loss: 0.0894 - acc: 0.9704
Epoch 177/200
135/135 [==============================] - 0s 140us/step - loss: 0.0865 - acc: 0.9704
Epoch 178/200
135/135 [==============================] - 0s 137us/step - loss: 0.0901 - acc: 0.9630
Epoch 179/200
135/135 [==============================] - 0s 138us/step - loss: 0.0872 - acc: 0.9778
Epoch 180/200
135/135 [==============================] - 0s 137us/step - loss: 0.0871 - acc: 0.9704
Epoch 181/200
135/135 [==============================] - 0s 138us/step - loss: 0.0857 - acc: 0.9704
Epoch 182/200
135/135 [==============================] - 0s 138us/step - loss: 0.0861 - acc: 0.9778
Epoch 183/200
135/135 [==============================] - 0s 138us/step - loss: 0.0855 - acc: 0.9778
Epoch 184/200
135/135 [==============================] - 0s 163us/step - loss: 0.0938 - acc: 0.9630
Epoch 185/200
135/135 [==============================] - 0s 151us/step - loss: 0.0857 - acc: 0.9778
Epoch 186/200
135/135 [==============================] - 0s 139us/step - loss: 0.0855 - acc: 0.9704
Epoch 187/200
135/135 [==============================] - 0s 138us/step - loss: 0.0859 - acc: 0.9704
Epoch 188/200
135/135 [==============================] - 0s 137us/step - loss: 0.0853 - acc: 0.9704
Epoch 189/200
135/135 [==============================] - 0s 136us/step - loss: 0.0871 - acc: 0.9704
Epoch 190/200
135/135 [==============================] - 0s 138us/step - loss: 0.0852 - acc: 0.9704
Epoch 191/200
135/135 [==============================] - 0s 138us/step - loss: 0.0865 - acc: 0.9630
Epoch 192/200
135/135 [==============================] - 0s 137us/step - loss: 0.0834 - acc: 0.9704
Epoch 193/200
135/135 [==============================] - 0s 140us/step - loss: 0.0824 - acc: 0.9778
Epoch 194/200
135/135 [==============================] - 0s 137us/step - loss: 0.0826 - acc: 0.9704
Epoch 195/200
135/135 [==============================] - 0s 137us/step - loss: 0.0858 - acc: 0.9630
Epoch 196/200
135/135 [==============================] - 0s 137us/step - loss: 0.0825 - acc: 0.9704
Epoch 197/200
135/135 [==============================] - 0s 139us/step - loss: 0.0874 - acc: 0.9778
Epoch 198/200
135/135 [==============================] - 0s 136us/step - loss: 0.0827 - acc: 0.9778
Epoch 199/200
135/135 [==============================] - 0s 138us/step - loss: 0.0814 - acc: 0.9778
Epoch 200/200
135/135 [==============================] - 0s 138us/step - loss: 0.0812 - acc: 0.9704
15/15 [==============================] - 0s 10ms/step
Epoch 1/200
135/135 [==============================] - 0s 4ms/step - loss: 2.2881 - acc: 0.3111
Epoch 2/200
135/135 [==============================] - 0s 225us/step - loss: 1.5855 - acc: 0.0741
Epoch 3/200
135/135 [==============================] - 0s 187us/step - loss: 1.3510 - acc: 0.1037
Epoch 4/200
135/135 [==============================] - 0s 170us/step - loss: 1.2739 - acc: 0.2370
Epoch 5/200
135/135 [==============================] - 0s 148us/step - loss: 1.2261 - acc: 0.2741
Epoch 6/200
135/135 [==============================] - 0s 142us/step - loss: 1.1818 - acc: 0.2815
Epoch 7/200
135/135 [==============================] - 0s 143us/step - loss: 1.1377 - acc: 0.2815
Epoch 8/200
135/135 [==============================] - 0s 141us/step - loss: 1.0966 - acc: 0.3037
Epoch 9/200
135/135 [==============================] - 0s 145us/step - loss: 1.0541 - acc: 0.3185
Epoch 10/200
135/135 [==============================] - 0s 142us/step - loss: 1.0099 - acc: 0.3259
Epoch 11/200
135/135 [==============================] - 0s 138us/step - loss: 0.9690 - acc: 0.3481
Epoch 12/200
135/135 [==============================] - 0s 136us/step - loss: 0.9309 - acc: 0.5481
Epoch 13/200
135/135 [==============================] - 0s 138us/step - loss: 0.8962 - acc: 0.6741
Epoch 14/200
135/135 [==============================] - 0s 150us/step - loss: 0.8608 - acc: 0.6593
Epoch 15/200
135/135 [==============================] - 0s 159us/step - loss: 0.8242 - acc: 0.6741
Epoch 16/200
135/135 [==============================] - 0s 138us/step - loss: 0.7999 - acc: 0.7037
Epoch 17/200
135/135 [==============================] - 0s 143us/step - loss: 0.7671 - acc: 0.6741
Epoch 18/200
135/135 [==============================] - 0s 141us/step - loss: 0.7381 - acc: 0.7185
Epoch 19/200
135/135 [==============================] - 0s 138us/step - loss: 0.7198 - acc: 0.6815
Epoch 20/200
135/135 [==============================] - 0s 139us/step - loss: 0.6894 - acc: 0.7556
Epoch 21/200
135/135 [==============================] - 0s 138us/step - loss: 0.6690 - acc: 0.8148
Epoch 22/200
135/135 [==============================] - 0s 138us/step - loss: 0.6482 - acc: 0.7481
Epoch 23/200
135/135 [==============================] - 0s 138us/step - loss: 0.6306 - acc: 0.7185
Epoch 24/200
135/135 [==============================] - 0s 138us/step - loss: 0.6121 - acc: 0.7556
Epoch 25/200
135/135 [==============================] - 0s 137us/step - loss: 0.6011 - acc: 0.8741
Epoch 26/200
135/135 [==============================] - 0s 138us/step - loss: 0.5835 - acc: 0.8148
Epoch 27/200
135/135 [==============================] - 0s 138us/step - loss: 0.5666 - acc: 0.8741
Epoch 28/200
135/135 [==============================] - 0s 138us/step - loss: 0.5601 - acc: 0.7333
Epoch 29/200
135/135 [==============================] - 0s 138us/step - loss: 0.5621 - acc: 0.8444
Epoch 30/200
135/135 [==============================] - 0s 139us/step - loss: 0.5285 - acc: 0.7926
Epoch 31/200
135/135 [==============================] - 0s 139us/step - loss: 0.5176 - acc: 0.8889
Epoch 32/200
135/135 [==============================] - 0s 139us/step - loss: 0.5035 - acc: 0.8963
Epoch 33/200
135/135 [==============================] - 0s 140us/step - loss: 0.4957 - acc: 0.8963
Epoch 34/200
135/135 [==============================] - 0s 138us/step - loss: 0.4900 - acc: 0.9185
Epoch 35/200
135/135 [==============================] - 0s 137us/step - loss: 0.4772 - acc: 0.9407
Epoch 36/200
135/135 [==============================] - 0s 138us/step - loss: 0.4642 - acc: 0.9630
Epoch 37/200
135/135 [==============================] - 0s 138us/step - loss: 0.4585 - acc: 0.9481
Epoch 38/200
135/135 [==============================] - 0s 137us/step - loss: 0.4491 - acc: 0.9111
Epoch 39/200
135/135 [==============================] - 0s 139us/step - loss: 0.4392 - acc: 0.9630
Epoch 40/200
135/135 [==============================] - 0s 137us/step - loss: 0.4302 - acc: 0.9704
Epoch 41/200
135/135 [==============================] - 0s 145us/step - loss: 0.4258 - acc: 0.9185
Epoch 42/200
135/135 [==============================] - 0s 167us/step - loss: 0.4155 - acc: 0.9630
Epoch 43/200
135/135 [==============================] - 0s 140us/step - loss: 0.4087 - acc: 0.9704
Epoch 44/200
135/135 [==============================] - 0s 139us/step - loss: 0.4028 - acc: 0.9556
Epoch 45/200
135/135 [==============================] - 0s 138us/step - loss: 0.3920 - acc: 0.9630
Epoch 46/200
135/135 [==============================] - 0s 139us/step - loss: 0.3862 - acc: 0.9556
Epoch 47/200
135/135 [==============================] - 0s 138us/step - loss: 0.3803 - acc: 0.9778
Epoch 48/200
135/135 [==============================] - 0s 139us/step - loss: 0.3723 - acc: 0.9630
Epoch 49/200
135/135 [==============================] - 0s 138us/step - loss: 0.3706 - acc: 0.9630
Epoch 50/200
135/135 [==============================] - 0s 140us/step - loss: 0.3582 - acc: 0.9630
Epoch 51/200
135/135 [==============================] - 0s 140us/step - loss: 0.3532 - acc: 0.9778
Epoch 52/200
135/135 [==============================] - 0s 141us/step - loss: 0.3472 - acc: 0.9704
Epoch 53/200
135/135 [==============================] - 0s 140us/step - loss: 0.3415 - acc: 0.9630
Epoch 54/200
135/135 [==============================] - 0s 141us/step - loss: 0.3374 - acc: 0.9778
Epoch 55/200
135/135 [==============================] - 0s 142us/step - loss: 0.3306 - acc: 0.9556
Epoch 56/200
135/135 [==============================] - 0s 140us/step - loss: 0.3315 - acc: 0.9630
Epoch 57/200
135/135 [==============================] - 0s 141us/step - loss: 0.3200 - acc: 0.9556
Epoch 58/200
135/135 [==============================] - 0s 140us/step - loss: 0.3150 - acc: 0.9852
Epoch 59/200
135/135 [==============================] - 0s 140us/step - loss: 0.3088 - acc: 0.9704
Epoch 60/200
135/135 [==============================] - 0s 143us/step - loss: 0.3063 - acc: 0.9630
Epoch 61/200
135/135 [==============================] - 0s 140us/step - loss: 0.2993 - acc: 0.9704
Epoch 62/200
135/135 [==============================] - 0s 140us/step - loss: 0.2956 - acc: 0.9704
Epoch 63/200
135/135 [==============================] - 0s 140us/step - loss: 0.2922 - acc: 0.9704
Epoch 64/200
135/135 [==============================] - 0s 141us/step - loss: 0.2873 - acc: 0.9704
Epoch 65/200
135/135 [==============================] - 0s 140us/step - loss: 0.2882 - acc: 0.9778
Epoch 66/200
135/135 [==============================] - 0s 140us/step - loss: 0.2757 - acc: 0.9704
Epoch 67/200
135/135 [==============================] - 0s 141us/step - loss: 0.2721 - acc: 0.9778
Epoch 68/200
135/135 [==============================] - 0s 141us/step - loss: 0.2677 - acc: 0.9778
Epoch 69/200
135/135 [==============================] - 0s 140us/step - loss: 0.2646 - acc: 0.9704
Epoch 70/200
135/135 [==============================] - 0s 142us/step - loss: 0.2626 - acc: 0.9704
Epoch 71/200
135/135 [==============================] - 0s 140us/step - loss: 0.2555 - acc: 0.9704
Epoch 72/200
135/135 [==============================] - 0s 140us/step - loss: 0.2545 - acc: 0.9704
Epoch 73/200
135/135 [==============================] - 0s 140us/step - loss: 0.2512 - acc: 0.9704
Epoch 74/200
135/135 [==============================] - 0s 139us/step - loss: 0.2486 - acc: 0.9778
Epoch 75/200
135/135 [==============================] - 0s 141us/step - loss: 0.2433 - acc: 0.9778
Epoch 76/200
135/135 [==============================] - 0s 140us/step - loss: 0.2399 - acc: 0.9704
Epoch 77/200
135/135 [==============================] - 0s 141us/step - loss: 0.2363 - acc: 0.9852
Epoch 78/200
135/135 [==============================] - 0s 141us/step - loss: 0.2332 - acc: 0.9778
Epoch 79/200
135/135 [==============================] - 0s 141us/step - loss: 0.2311 - acc: 0.9630
Epoch 80/200
135/135 [==============================] - 0s 170us/step - loss: 0.2262 - acc: 0.9704
Epoch 81/200
135/135 [==============================] - 0s 141us/step - loss: 0.2250 - acc: 0.9778
Epoch 82/200
135/135 [==============================] - 0s 139us/step - loss: 0.2212 - acc: 0.9704
Epoch 83/200
135/135 [==============================] - 0s 139us/step - loss: 0.2174 - acc: 0.9704
Epoch 84/200
135/135 [==============================] - 0s 138us/step - loss: 0.2155 - acc: 0.9704
Epoch 85/200
135/135 [==============================] - 0s 136us/step - loss: 0.2112 - acc: 0.9778
Epoch 86/200
135/135 [==============================] - 0s 145us/step - loss: 0.2110 - acc: 0.9704
Epoch 87/200
135/135 [==============================] - 0s 141us/step - loss: 0.2058 - acc: 0.9778
Epoch 88/200
135/135 [==============================] - 0s 137us/step - loss: 0.2070 - acc: 0.9778
Epoch 89/200
135/135 [==============================] - 0s 138us/step - loss: 0.2033 - acc: 0.9704
Epoch 90/200
135/135 [==============================] - 0s 138us/step - loss: 0.2000 - acc: 0.9704
Epoch 91/200
135/135 [==============================] - 0s 139us/step - loss: 0.1964 - acc: 0.9704
Epoch 92/200
135/135 [==============================] - 0s 136us/step - loss: 0.1936 - acc: 0.9778
Epoch 93/200
135/135 [==============================] - 0s 138us/step - loss: 0.1911 - acc: 0.9778
Epoch 94/200
135/135 [==============================] - 0s 138us/step - loss: 0.1897 - acc: 0.9778
Epoch 95/200
135/135 [==============================] - 0s 138us/step - loss: 0.1876 - acc: 0.9778
Epoch 96/200
135/135 [==============================] - 0s 140us/step - loss: 0.1856 - acc: 0.9778
Epoch 97/200
135/135 [==============================] - 0s 137us/step - loss: 0.1851 - acc: 0.9778
Epoch 98/200
135/135 [==============================] - 0s 138us/step - loss: 0.1818 - acc: 0.9704
Epoch 99/200
135/135 [==============================] - 0s 149us/step - loss: 0.1803 - acc: 0.9778
Epoch 100/200
135/135 [==============================] - 0s 141us/step - loss: 0.1784 - acc: 0.9704
Epoch 101/200
135/135 [==============================] - 0s 147us/step - loss: 0.1761 - acc: 0.9778
Epoch 102/200
135/135 [==============================] - 0s 137us/step - loss: 0.1766 - acc: 0.9778
Epoch 103/200
135/135 [==============================] - 0s 136us/step - loss: 0.1713 - acc: 0.9852
Epoch 104/200
135/135 [==============================] - 0s 136us/step - loss: 0.1695 - acc: 0.9778
Epoch 105/200
135/135 [==============================] - 0s 137us/step - loss: 0.1703 - acc: 0.9778
Epoch 106/200
135/135 [==============================] - 0s 137us/step - loss: 0.1659 - acc: 0.9778
Epoch 107/200
135/135 [==============================] - 0s 137us/step - loss: 0.1640 - acc: 0.9704
Epoch 108/200
135/135 [==============================] - 0s 138us/step - loss: 0.1639 - acc: 0.9778
Epoch 109/200
135/135 [==============================] - 0s 137us/step - loss: 0.1621 - acc: 0.9778
Epoch 110/200
135/135 [==============================] - 0s 137us/step - loss: 0.1587 - acc: 0.9778
Epoch 111/200
135/135 [==============================] - 0s 138us/step - loss: 0.1585 - acc: 0.9852
Epoch 112/200
135/135 [==============================] - 0s 138us/step - loss: 0.1569 - acc: 0.9778
Epoch 113/200
135/135 [==============================] - 0s 136us/step - loss: 0.1552 - acc: 0.9778
Epoch 114/200
135/135 [==============================] - 0s 138us/step - loss: 0.1557 - acc: 0.9778
Epoch 115/200
135/135 [==============================] - 0s 137us/step - loss: 0.1530 - acc: 0.9778
Epoch 116/200
135/135 [==============================] - 0s 139us/step - loss: 0.1518 - acc: 0.9778
Epoch 117/200
135/135 [==============================] - 0s 140us/step - loss: 0.1519 - acc: 0.9778
Epoch 118/200
135/135 [==============================] - 0s 137us/step - loss: 0.1494 - acc: 0.9778
Epoch 119/200
135/135 [==============================] - 0s 138us/step - loss: 0.1469 - acc: 0.9704
Epoch 120/200
135/135 [==============================] - 0s 137us/step - loss: 0.1499 - acc: 0.9704
Epoch 121/200
135/135 [==============================] - 0s 138us/step - loss: 0.1451 - acc: 0.9704
Epoch 122/200
135/135 [==============================] - 0s 139us/step - loss: 0.1424 - acc: 0.9704
Epoch 123/200
135/135 [==============================] - 0s 135us/step - loss: 0.1441 - acc: 0.9778
Epoch 124/200
135/135 [==============================] - 0s 137us/step - loss: 0.1421 - acc: 0.9778
Epoch 125/200
135/135 [==============================] - 0s 137us/step - loss: 0.1399 - acc: 0.9704
Epoch 126/200
135/135 [==============================] - 0s 137us/step - loss: 0.1390 - acc: 0.9778
Epoch 127/200
135/135 [==============================] - 0s 137us/step - loss: 0.1400 - acc: 0.9852
Epoch 128/200
135/135 [==============================] - 0s 138us/step - loss: 0.1409 - acc: 0.9704
Epoch 129/200
135/135 [==============================] - 0s 138us/step - loss: 0.1349 - acc: 0.9778
Epoch 130/200
135/135 [==============================] - 0s 138us/step - loss: 0.1349 - acc: 0.9778
Epoch 131/200
135/135 [==============================] - 0s 138us/step - loss: 0.1328 - acc: 0.9778
Epoch 132/200
135/135 [==============================] - 0s 138us/step - loss: 0.1317 - acc: 0.9778
Epoch 133/200
135/135 [==============================] - 0s 138us/step - loss: 0.1304 - acc: 0.9778
Epoch 134/200
135/135 [==============================] - 0s 137us/step - loss: 0.1300 - acc: 0.9778
Epoch 135/200
135/135 [==============================] - 0s 136us/step - loss: 0.1303 - acc: 0.9704
Epoch 136/200
135/135 [==============================] - 0s 138us/step - loss: 0.1335 - acc: 0.9704
Epoch 137/200
135/135 [==============================] - 0s 137us/step - loss: 0.1316 - acc: 0.9704
Epoch 138/200
135/135 [==============================] - 0s 138us/step - loss: 0.1254 - acc: 0.9704
Epoch 139/200
135/135 [==============================] - 0s 137us/step - loss: 0.1250 - acc: 0.9778
Epoch 140/200
135/135 [==============================] - 0s 137us/step - loss: 0.1249 - acc: 0.9778
Epoch 141/200
135/135 [==============================] - 0s 137us/step - loss: 0.1256 - acc: 0.9778
Epoch 142/200
135/135 [==============================] - 0s 139us/step - loss: 0.1231 - acc: 0.9778
Epoch 143/200
135/135 [==============================] - 0s 139us/step - loss: 0.1212 - acc: 0.9778
Epoch 144/200
135/135 [==============================] - 0s 139us/step - loss: 0.1210 - acc: 0.9704
Epoch 145/200
135/135 [==============================] - 0s 139us/step - loss: 0.1209 - acc: 0.9778
Epoch 146/200
135/135 [==============================] - 0s 138us/step - loss: 0.1212 - acc: 0.9704
Epoch 147/200
135/135 [==============================] - 0s 137us/step - loss: 0.1189 - acc: 0.9778
Epoch 148/200
135/135 [==============================] - 0s 138us/step - loss: 0.1178 - acc: 0.9778
Epoch 149/200
135/135 [==============================] - 0s 138us/step - loss: 0.1183 - acc: 0.9778
Epoch 150/200
135/135 [==============================] - 0s 138us/step - loss: 0.1208 - acc: 0.9778
Epoch 151/200
135/135 [==============================] - 0s 137us/step - loss: 0.1153 - acc: 0.9778
Epoch 152/200
135/135 [==============================] - 0s 137us/step - loss: 0.1162 - acc: 0.9704
Epoch 153/200
135/135 [==============================] - 0s 138us/step - loss: 0.1152 - acc: 0.9704
Epoch 154/200
135/135 [==============================] - 0s 139us/step - loss: 0.1136 - acc: 0.9704
Epoch 155/200
135/135 [==============================] - 0s 139us/step - loss: 0.1144 - acc: 0.9778
Epoch 156/200
135/135 [==============================] - 0s 138us/step - loss: 0.1177 - acc: 0.9704
Epoch 157/200
135/135 [==============================] - 0s 144us/step - loss: 0.1151 - acc: 0.9852
Epoch 158/200
135/135 [==============================] - 0s 142us/step - loss: 0.1123 - acc: 0.9778
Epoch 159/200
135/135 [==============================] - 0s 139us/step - loss: 0.1153 - acc: 0.9778
Epoch 160/200
135/135 [==============================] - 0s 141us/step - loss: 0.1172 - acc: 0.9630
Epoch 161/200
135/135 [==============================] - 0s 137us/step - loss: 0.1122 - acc: 0.9778
Epoch 162/200
135/135 [==============================] - 0s 141us/step - loss: 0.1112 - acc: 0.9778
Epoch 163/200
135/135 [==============================] - 0s 140us/step - loss: 0.1107 - acc: 0.9778
Epoch 164/200
135/135 [==============================] - 0s 139us/step - loss: 0.1124 - acc: 0.9704
Epoch 165/200
135/135 [==============================] - 0s 138us/step - loss: 0.1134 - acc: 0.9704
Epoch 166/200
135/135 [==============================] - 0s 172us/step - loss: 0.1062 - acc: 0.9778
Epoch 167/200
135/135 [==============================] - 0s 137us/step - loss: 0.1080 - acc: 0.9704
Epoch 168/200
135/135 [==============================] - 0s 179us/step - loss: 0.1082 - acc: 0.9778
Epoch 169/200
135/135 [==============================] - 0s 140us/step - loss: 0.1056 - acc: 0.9778
Epoch 170/200
135/135 [==============================] - 0s 137us/step - loss: 0.1064 - acc: 0.9778
Epoch 171/200
135/135 [==============================] - 0s 139us/step - loss: 0.1036 - acc: 0.9778
Epoch 172/200
135/135 [==============================] - 0s 139us/step - loss: 0.1050 - acc: 0.9778
Epoch 173/200
135/135 [==============================] - 0s 137us/step - loss: 0.1026 - acc: 0.9778
Epoch 174/200
135/135 [==============================] - 0s 140us/step - loss: 0.1017 - acc: 0.9778
Epoch 175/200
135/135 [==============================] - 0s 138us/step - loss: 0.1014 - acc: 0.9778
Epoch 176/200
135/135 [==============================] - 0s 138us/step - loss: 0.1019 - acc: 0.9778
Epoch 177/200
135/135 [==============================] - 0s 137us/step - loss: 0.1006 - acc: 0.9778
Epoch 178/200
135/135 [==============================] - 0s 138us/step - loss: 0.1009 - acc: 0.9778
Epoch 179/200
135/135 [==============================] - 0s 137us/step - loss: 0.0997 - acc: 0.9704
Epoch 180/200
135/135 [==============================] - 0s 138us/step - loss: 0.1022 - acc: 0.9704
Epoch 181/200
135/135 [==============================] - 0s 137us/step - loss: 0.1013 - acc: 0.9704
Epoch 182/200
135/135 [==============================] - 0s 138us/step - loss: 0.1006 - acc: 0.9704
Epoch 183/200
135/135 [==============================] - 0s 138us/step - loss: 0.1051 - acc: 0.9704
Epoch 184/200
135/135 [==============================] - 0s 138us/step - loss: 0.1023 - acc: 0.9778
Epoch 185/200
135/135 [==============================] - 0s 140us/step - loss: 0.1000 - acc: 0.9778
Epoch 186/200
135/135 [==============================] - 0s 138us/step - loss: 0.0988 - acc: 0.9704
Epoch 187/200
135/135 [==============================] - 0s 138us/step - loss: 0.0984 - acc: 0.9778
Epoch 188/200
135/135 [==============================] - 0s 147us/step - loss: 0.0957 - acc: 0.9778
Epoch 189/200
135/135 [==============================] - 0s 142us/step - loss: 0.0950 - acc: 0.9704
Epoch 190/200
135/135 [==============================] - 0s 137us/step - loss: 0.0956 - acc: 0.9778
Epoch 191/200
135/135 [==============================] - 0s 139us/step - loss: 0.0951 - acc: 0.9778
Epoch 192/200
135/135 [==============================] - 0s 138us/step - loss: 0.0947 - acc: 0.9852
Epoch 193/200
135/135 [==============================] - 0s 143us/step - loss: 0.0989 - acc: 0.9704
Epoch 194/200
135/135 [==============================] - 0s 138us/step - loss: 0.0940 - acc: 0.9778
Epoch 195/200
135/135 [==============================] - 0s 139us/step - loss: 0.0948 - acc: 0.9778
Epoch 196/200
135/135 [==============================] - 0s 160us/step - loss: 0.0961 - acc: 0.9778
Epoch 197/200
135/135 [==============================] - 0s 140us/step - loss: 0.0918 - acc: 0.9778
Epoch 198/200
135/135 [==============================] - 0s 138us/step - loss: 0.0941 - acc: 0.9704
Epoch 199/200
135/135 [==============================] - 0s 139us/step - loss: 0.0915 - acc: 0.9778
Epoch 200/200
135/135 [==============================] - 0s 137us/step - loss: 0.0928 - acc: 0.9778
15/15 [==============================] - 0s 11ms/step
Epoch 1/200
135/135 [==============================] - 1s 4ms/step - loss: 1.2764 - acc: 0.3556
Epoch 2/200
135/135 [==============================] - 0s 250us/step - loss: 1.1279 - acc: 0.3556
Epoch 3/200
135/135 [==============================] - 0s 180us/step - loss: 1.0289 - acc: 0.3556
Epoch 4/200
135/135 [==============================] - 0s 170us/step - loss: 0.9529 - acc: 0.3556
Epoch 5/200
135/135 [==============================] - 0s 154us/step - loss: 0.8889 - acc: 0.3556
Epoch 6/200
135/135 [==============================] - 0s 154us/step - loss: 0.8437 - acc: 0.3556
Epoch 7/200
135/135 [==============================] - 0s 154us/step - loss: 0.8112 - acc: 0.3852
Epoch 8/200
135/135 [==============================] - 0s 165us/step - loss: 0.7898 - acc: 0.5333
Epoch 9/200
135/135 [==============================] - 0s 154us/step - loss: 0.7717 - acc: 0.6222
Epoch 10/200
135/135 [==============================] - 0s 154us/step - loss: 0.7532 - acc: 0.6444
Epoch 11/200
135/135 [==============================] - 0s 156us/step - loss: 0.7377 - acc: 0.6667
Epoch 12/200
135/135 [==============================] - 0s 155us/step - loss: 0.7192 - acc: 0.6741
Epoch 13/200
135/135 [==============================] - 0s 155us/step - loss: 0.7024 - acc: 0.6741
Epoch 14/200
135/135 [==============================] - 0s 155us/step - loss: 0.6857 - acc: 0.6815
Epoch 15/200
135/135 [==============================] - 0s 156us/step - loss: 0.6696 - acc: 0.6889
Epoch 16/200
135/135 [==============================] - 0s 172us/step - loss: 0.6553 - acc: 0.6889
Epoch 17/200
135/135 [==============================] - 0s 162us/step - loss: 0.6391 - acc: 0.7481
Epoch 18/200
135/135 [==============================] - 0s 159us/step - loss: 0.6236 - acc: 0.7185
Epoch 19/200
135/135 [==============================] - 0s 159us/step - loss: 0.6094 - acc: 0.7556
Epoch 20/200
135/135 [==============================] - 0s 159us/step - loss: 0.5941 - acc: 0.7630
Epoch 21/200
135/135 [==============================] - 0s 158us/step - loss: 0.5810 - acc: 0.7556
Epoch 22/200
135/135 [==============================] - 0s 159us/step - loss: 0.5666 - acc: 0.7556
Epoch 23/200
135/135 [==============================] - 0s 168us/step - loss: 0.5536 - acc: 0.8074
Epoch 24/200
135/135 [==============================] - 0s 184us/step - loss: 0.5391 - acc: 0.8074
Epoch 25/200
135/135 [==============================] - 0s 158us/step - loss: 0.5273 - acc: 0.7926
Epoch 26/200
135/135 [==============================] - 0s 162us/step - loss: 0.5144 - acc: 0.8148
Epoch 27/200
135/135 [==============================] - 0s 163us/step - loss: 0.5023 - acc: 0.8370
Epoch 28/200
135/135 [==============================] - 0s 174us/step - loss: 0.4907 - acc: 0.8370
Epoch 29/200
135/135 [==============================] - 0s 171us/step - loss: 0.4800 - acc: 0.8370
Epoch 30/200
135/135 [==============================] - 0s 168us/step - loss: 0.4710 - acc: 0.8667
Epoch 31/200
135/135 [==============================] - 0s 168us/step - loss: 0.4594 - acc: 0.8444
Epoch 32/200
135/135 [==============================] - 0s 156us/step - loss: 0.4495 - acc: 0.8741
Epoch 33/200
135/135 [==============================] - 0s 154us/step - loss: 0.4403 - acc: 0.8667
Epoch 34/200
135/135 [==============================] - 0s 161us/step - loss: 0.4307 - acc: 0.8889
Epoch 35/200
135/135 [==============================] - 0s 164us/step - loss: 0.4224 - acc: 0.9111
Epoch 36/200
135/135 [==============================] - 0s 157us/step - loss: 0.4160 - acc: 0.8889
Epoch 37/200
135/135 [==============================] - 0s 149us/step - loss: 0.4073 - acc: 0.9259
Epoch 38/200
135/135 [==============================] - 0s 165us/step - loss: 0.4003 - acc: 0.9037
Epoch 39/200
135/135 [==============================] - 0s 161us/step - loss: 0.3955 - acc: 0.9037
Epoch 40/200
135/135 [==============================] - ETA: 0s - loss: 0.3479 - acc: 1.000 - 0s 163us/step - loss: 0.3863 - acc: 0.9037
Epoch 41/200
135/135 [==============================] - ETA: 0s - loss: 0.3424 - acc: 0.800 - 0s 164us/step - loss: 0.3784 - acc: 0.9185
Epoch 42/200
135/135 [==============================] - 0s 163us/step - loss: 0.3756 - acc: 0.8963
Epoch 43/200
135/135 [==============================] - 0s 168us/step - loss: 0.3659 - acc: 0.9333
Epoch 44/200
135/135 [==============================] - 0s 164us/step - loss: 0.3609 - acc: 0.9259
Epoch 45/200
135/135 [==============================] - 0s 159us/step - loss: 0.3549 - acc: 0.9259
Epoch 46/200
135/135 [==============================] - 0s 148us/step - loss: 0.3497 - acc: 0.9259
Epoch 47/200
135/135 [==============================] - 0s 149us/step - loss: 0.3446 - acc: 0.9259
Epoch 48/200
135/135 [==============================] - 0s 161us/step - loss: 0.3393 - acc: 0.9333
Epoch 49/200
135/135 [==============================] - 0s 162us/step - loss: 0.3346 - acc: 0.9259
Epoch 50/200
135/135 [==============================] - 0s 161us/step - loss: 0.3297 - acc: 0.9407
Epoch 51/200
135/135 [==============================] - 0s 164us/step - loss: 0.3254 - acc: 0.9259
Epoch 52/200
135/135 [==============================] - 0s 150us/step - loss: 0.3214 - acc: 0.9333
Epoch 53/200
135/135 [==============================] - 0s 142us/step - loss: 0.3185 - acc: 0.9407
Epoch 54/200
135/135 [==============================] - 0s 141us/step - loss: 0.3116 - acc: 0.9481
Epoch 55/200
135/135 [==============================] - 0s 141us/step - loss: 0.3086 - acc: 0.9333
Epoch 56/200
135/135 [==============================] - 0s 147us/step - loss: 0.3040 - acc: 0.9481
Epoch 57/200
135/135 [==============================] - 0s 143us/step - loss: 0.3003 - acc: 0.9556
Epoch 58/200
135/135 [==============================] - 0s 143us/step - loss: 0.2962 - acc: 0.9481
Epoch 59/200
135/135 [==============================] - 0s 145us/step - loss: 0.2938 - acc: 0.9333
Epoch 60/200
135/135 [==============================] - 0s 146us/step - loss: 0.2890 - acc: 0.9556
Epoch 61/200
135/135 [==============================] - 0s 144us/step - loss: 0.2858 - acc: 0.9481
Epoch 62/200
135/135 [==============================] - 0s 146us/step - loss: 0.2824 - acc: 0.9407
Epoch 63/200
135/135 [==============================] - 0s 148us/step - loss: 0.2813 - acc: 0.9704
Epoch 64/200
135/135 [==============================] - 0s 142us/step - loss: 0.2778 - acc: 0.9333
Epoch 65/200
135/135 [==============================] - 0s 143us/step - loss: 0.2731 - acc: 0.9481
Epoch 66/200
135/135 [==============================] - 0s 145us/step - loss: 0.2695 - acc: 0.9630
Epoch 67/200
135/135 [==============================] - 0s 145us/step - loss: 0.2668 - acc: 0.9481
Epoch 68/200
135/135 [==============================] - 0s 145us/step - loss: 0.2626 - acc: 0.9481
Epoch 69/200
135/135 [==============================] - 0s 145us/step - loss: 0.2613 - acc: 0.9481
Epoch 70/200
135/135 [==============================] - 0s 142us/step - loss: 0.2566 - acc: 0.9630
Epoch 71/200
135/135 [==============================] - 0s 160us/step - loss: 0.2551 - acc: 0.9556
Epoch 72/200
135/135 [==============================] - 0s 153us/step - loss: 0.2508 - acc: 0.9556
Epoch 73/200
135/135 [==============================] - 0s 145us/step - loss: 0.2513 - acc: 0.9630
Epoch 74/200
135/135 [==============================] - 0s 150us/step - loss: 0.2457 - acc: 0.9556
Epoch 75/200
135/135 [==============================] - 0s 146us/step - loss: 0.2426 - acc: 0.9630
Epoch 76/200
135/135 [==============================] - 0s 147us/step - loss: 0.2403 - acc: 0.9630
Epoch 77/200
135/135 [==============================] - 0s 147us/step - loss: 0.2387 - acc: 0.9556
Epoch 78/200
135/135 [==============================] - 0s 146us/step - loss: 0.2348 - acc: 0.9556
Epoch 79/200
135/135 [==============================] - 0s 147us/step - loss: 0.2326 - acc: 0.9556
Epoch 80/200
135/135 [==============================] - 0s 147us/step - loss: 0.2299 - acc: 0.9704
Epoch 81/200
135/135 [==============================] - 0s 148us/step - loss: 0.2289 - acc: 0.9630
Epoch 82/200
135/135 [==============================] - 0s 148us/step - loss: 0.2299 - acc: 0.9481
Epoch 83/200
135/135 [==============================] - 0s 144us/step - loss: 0.2247 - acc: 0.9704
Epoch 84/200
135/135 [==============================] - 0s 148us/step - loss: 0.2218 - acc: 0.9630
Epoch 85/200
135/135 [==============================] - 0s 142us/step - loss: 0.2193 - acc: 0.9630
Epoch 86/200
135/135 [==============================] - 0s 141us/step - loss: 0.2173 - acc: 0.9556
Epoch 87/200
135/135 [==============================] - 0s 142us/step - loss: 0.2145 - acc: 0.9704
Epoch 88/200
135/135 [==============================] - 0s 142us/step - loss: 0.2120 - acc: 0.9556
Epoch 89/200
135/135 [==============================] - 0s 142us/step - loss: 0.2102 - acc: 0.9630
Epoch 90/200
135/135 [==============================] - 0s 145us/step - loss: 0.2076 - acc: 0.9630
Epoch 91/200
135/135 [==============================] - 0s 145us/step - loss: 0.2070 - acc: 0.9630
Epoch 92/200
135/135 [==============================] - 0s 150us/step - loss: 0.2046 - acc: 0.9630
Epoch 93/200
135/135 [==============================] - 0s 168us/step - loss: 0.2010 - acc: 0.9704
Epoch 94/200
135/135 [==============================] - 0s 175us/step - loss: 0.1991 - acc: 0.9704
Epoch 95/200
135/135 [==============================] - 0s 179us/step - loss: 0.2007 - acc: 0.9704
Epoch 96/200
135/135 [==============================] - 0s 179us/step - loss: 0.1958 - acc: 0.9630
Epoch 97/200
135/135 [==============================] - 0s 179us/step - loss: 0.1952 - acc: 0.9556
Epoch 98/200
135/135 [==============================] - 0s 181us/step - loss: 0.1918 - acc: 0.9778
Epoch 99/200
135/135 [==============================] - 0s 178us/step - loss: 0.1915 - acc: 0.9556
Epoch 100/200
135/135 [==============================] - 0s 142us/step - loss: 0.1901 - acc: 0.9704
Epoch 101/200
135/135 [==============================] - 0s 140us/step - loss: 0.1862 - acc: 0.9556
Epoch 102/200
135/135 [==============================] - 0s 140us/step - loss: 0.1843 - acc: 0.9630
Epoch 103/200
135/135 [==============================] - 0s 141us/step - loss: 0.1838 - acc: 0.9704
Epoch 104/200
135/135 [==============================] - 0s 140us/step - loss: 0.1810 - acc: 0.9630
Epoch 105/200
135/135 [==============================] - 0s 141us/step - loss: 0.1790 - acc: 0.9704
Epoch 106/200
135/135 [==============================] - 0s 141us/step - loss: 0.1775 - acc: 0.9630
Epoch 107/200
135/135 [==============================] - 0s 142us/step - loss: 0.1768 - acc: 0.9704
Epoch 108/200
135/135 [==============================] - 0s 141us/step - loss: 0.1749 - acc: 0.9704
Epoch 109/200
135/135 [==============================] - 0s 139us/step - loss: 0.1739 - acc: 0.9704
Epoch 110/200
135/135 [==============================] - 0s 142us/step - loss: 0.1734 - acc: 0.9704
Epoch 111/200
135/135 [==============================] - 0s 140us/step - loss: 0.1701 - acc: 0.9704
Epoch 112/200
135/135 [==============================] - 0s 141us/step - loss: 0.1711 - acc: 0.9704
Epoch 113/200
135/135 [==============================] - 0s 141us/step - loss: 0.1677 - acc: 0.9704
Epoch 114/200
135/135 [==============================] - 0s 141us/step - loss: 0.1708 - acc: 0.9778
Epoch 115/200
135/135 [==============================] - 0s 140us/step - loss: 0.1669 - acc: 0.9630
Epoch 116/200
135/135 [==============================] - 0s 141us/step - loss: 0.1648 - acc: 0.9704
Epoch 117/200
135/135 [==============================] - 0s 140us/step - loss: 0.1645 - acc: 0.9704
Epoch 118/200
135/135 [==============================] - 0s 139us/step - loss: 0.1622 - acc: 0.9704
Epoch 119/200
135/135 [==============================] - 0s 143us/step - loss: 0.1593 - acc: 0.9704
Epoch 120/200
135/135 [==============================] - 0s 142us/step - loss: 0.1573 - acc: 0.9704
Epoch 121/200
135/135 [==============================] - 0s 143us/step - loss: 0.1573 - acc: 0.9704
Epoch 122/200
135/135 [==============================] - 0s 141us/step - loss: 0.1641 - acc: 0.9556
Epoch 123/200
135/135 [==============================] - 0s 141us/step - loss: 0.1545 - acc: 0.9778
Epoch 124/200
135/135 [==============================] - 0s 139us/step - loss: 0.1538 - acc: 0.9778
Epoch 125/200
135/135 [==============================] - 0s 142us/step - loss: 0.1544 - acc: 0.9704
Epoch 126/200
135/135 [==============================] - 0s 143us/step - loss: 0.1509 - acc: 0.9778
Epoch 127/200
135/135 [==============================] - 0s 139us/step - loss: 0.1510 - acc: 0.9704
Epoch 128/200
135/135 [==============================] - 0s 140us/step - loss: 0.1492 - acc: 0.9778
Epoch 129/200
135/135 [==============================] - 0s 140us/step - loss: 0.1486 - acc: 0.9704
Epoch 130/200
135/135 [==============================] - 0s 140us/step - loss: 0.1456 - acc: 0.9778
Epoch 131/200
135/135 [==============================] - 0s 141us/step - loss: 0.1440 - acc: 0.9704
Epoch 132/200
135/135 [==============================] - 0s 142us/step - loss: 0.1455 - acc: 0.9778
Epoch 133/200
135/135 [==============================] - 0s 142us/step - loss: 0.1466 - acc: 0.9778
Epoch 134/200
135/135 [==============================] - 0s 142us/step - loss: 0.1430 - acc: 0.9704
Epoch 135/200
135/135 [==============================] - 0s 142us/step - loss: 0.1446 - acc: 0.9778
Epoch 136/200
135/135 [==============================] - 0s 141us/step - loss: 0.1397 - acc: 0.9704
Epoch 137/200
135/135 [==============================] - 0s 141us/step - loss: 0.1387 - acc: 0.9704
Epoch 138/200
135/135 [==============================] - 0s 140us/step - loss: 0.1394 - acc: 0.9630
Epoch 139/200
135/135 [==============================] - 0s 142us/step - loss: 0.1369 - acc: 0.9704
Epoch 140/200
135/135 [==============================] - 0s 142us/step - loss: 0.1367 - acc: 0.9704
Epoch 141/200
135/135 [==============================] - 0s 145us/step - loss: 0.1370 - acc: 0.9704
Epoch 142/200
135/135 [==============================] - 0s 140us/step - loss: 0.1337 - acc: 0.9704
Epoch 143/200
135/135 [==============================] - 0s 141us/step - loss: 0.1346 - acc: 0.9704
Epoch 144/200
135/135 [==============================] - 0s 143us/step - loss: 0.1327 - acc: 0.9778
Epoch 145/200
135/135 [==============================] - 0s 143us/step - loss: 0.1325 - acc: 0.9778
Epoch 146/200
135/135 [==============================] - 0s 142us/step - loss: 0.1295 - acc: 0.9778
Epoch 147/200
135/135 [==============================] - 0s 142us/step - loss: 0.1301 - acc: 0.9778
Epoch 148/200
135/135 [==============================] - 0s 142us/step - loss: 0.1284 - acc: 0.9852
Epoch 149/200
135/135 [==============================] - 0s 141us/step - loss: 0.1277 - acc: 0.9704
Epoch 150/200
135/135 [==============================] - 0s 142us/step - loss: 0.1267 - acc: 0.9704
Epoch 151/200
135/135 [==============================] - 0s 141us/step - loss: 0.1277 - acc: 0.9778
Epoch 152/200
135/135 [==============================] - 0s 145us/step - loss: 0.1258 - acc: 0.9704
Epoch 153/200
135/135 [==============================] - 0s 139us/step - loss: 0.1248 - acc: 0.9778
Epoch 154/200
135/135 [==============================] - 0s 140us/step - loss: 0.1232 - acc: 0.9704
Epoch 155/200
135/135 [==============================] - 0s 143us/step - loss: 0.1225 - acc: 0.9778
Epoch 156/200
135/135 [==============================] - 0s 140us/step - loss: 0.1227 - acc: 0.9778
Epoch 157/200
135/135 [==============================] - 0s 141us/step - loss: 0.1223 - acc: 0.9778
Epoch 158/200
135/135 [==============================] - 0s 139us/step - loss: 0.1205 - acc: 0.9704
Epoch 159/200
135/135 [==============================] - 0s 144us/step - loss: 0.1187 - acc: 0.9778
Epoch 160/200
135/135 [==============================] - 0s 141us/step - loss: 0.1189 - acc: 0.9778
Epoch 161/200
135/135 [==============================] - 0s 140us/step - loss: 0.1188 - acc: 0.9778
Epoch 162/200
135/135 [==============================] - 0s 141us/step - loss: 0.1170 - acc: 0.9704
Epoch 163/200
135/135 [==============================] - 0s 143us/step - loss: 0.1177 - acc: 0.9704
Epoch 164/200
135/135 [==============================] - 0s 141us/step - loss: 0.1155 - acc: 0.9778
Epoch 165/200
135/135 [==============================] - 0s 140us/step - loss: 0.1145 - acc: 0.9778
Epoch 166/200
135/135 [==============================] - 0s 141us/step - loss: 0.1177 - acc: 0.9630
Epoch 167/200
135/135 [==============================] - 0s 141us/step - loss: 0.1159 - acc: 0.9778
Epoch 168/200
135/135 [==============================] - 0s 142us/step - loss: 0.1130 - acc: 0.9778
Epoch 169/200
135/135 [==============================] - 0s 140us/step - loss: 0.1137 - acc: 0.9704
Epoch 170/200
135/135 [==============================] - 0s 141us/step - loss: 0.1111 - acc: 0.9778
Epoch 171/200
135/135 [==============================] - 0s 143us/step - loss: 0.1160 - acc: 0.9778
Epoch 172/200
135/135 [==============================] - 0s 147us/step - loss: 0.1116 - acc: 0.9778
Epoch 173/200
135/135 [==============================] - 0s 142us/step - loss: 0.1099 - acc: 0.9778
Epoch 174/200
135/135 [==============================] - 0s 140us/step - loss: 0.1128 - acc: 0.9778
Epoch 175/200
135/135 [==============================] - 0s 141us/step - loss: 0.1109 - acc: 0.9704
Epoch 176/200
135/135 [==============================] - 0s 141us/step - loss: 0.1080 - acc: 0.9778
Epoch 177/200
135/135 [==============================] - 0s 141us/step - loss: 0.1076 - acc: 0.9852
Epoch 178/200
135/135 [==============================] - 0s 139us/step - loss: 0.1080 - acc: 0.9778
Epoch 179/200
135/135 [==============================] - 0s 141us/step - loss: 0.1100 - acc: 0.9630
Epoch 180/200
135/135 [==============================] - 0s 141us/step - loss: 0.1061 - acc: 0.9778
Epoch 181/200
135/135 [==============================] - 0s 140us/step - loss: 0.1068 - acc: 0.9704
Epoch 182/200
135/135 [==============================] - 0s 142us/step - loss: 0.1053 - acc: 0.9704
Epoch 183/200
135/135 [==============================] - 0s 142us/step - loss: 0.1044 - acc: 0.9778
Epoch 184/200
135/135 [==============================] - 0s 141us/step - loss: 0.1041 - acc: 0.9778
Epoch 185/200
135/135 [==============================] - 0s 140us/step - loss: 0.1072 - acc: 0.9778
Epoch 186/200
135/135 [==============================] - 0s 141us/step - loss: 0.1028 - acc: 0.9778
Epoch 187/200
135/135 [==============================] - 0s 141us/step - loss: 0.1038 - acc: 0.9704
Epoch 188/200
135/135 [==============================] - 0s 142us/step - loss: 0.1050 - acc: 0.9778
Epoch 189/200
135/135 [==============================] - 0s 141us/step - loss: 0.1036 - acc: 0.9630
Epoch 190/200
135/135 [==============================] - 0s 141us/step - loss: 0.1015 - acc: 0.9852
Epoch 191/200
135/135 [==============================] - 0s 140us/step - loss: 0.1001 - acc: 0.9778
Epoch 192/200
135/135 [==============================] - 0s 142us/step - loss: 0.1003 - acc: 0.9778
Epoch 193/200
135/135 [==============================] - 0s 140us/step - loss: 0.1000 - acc: 0.9778
Epoch 194/200
135/135 [==============================] - 0s 139us/step - loss: 0.0986 - acc: 0.9778
Epoch 195/200
135/135 [==============================] - 0s 141us/step - loss: 0.0982 - acc: 0.9704
Epoch 196/200
135/135 [==============================] - 0s 140us/step - loss: 0.0984 - acc: 0.9852
Epoch 197/200
135/135 [==============================] - 0s 139us/step - loss: 0.1003 - acc: 0.9778
Epoch 198/200
135/135 [==============================] - 0s 142us/step - loss: 0.0968 - acc: 0.9778
Epoch 199/200
135/135 [==============================] - 0s 142us/step - loss: 0.0967 - acc: 0.9852
Epoch 200/200
135/135 [==============================] - 0s 141us/step - loss: 0.0965 - acc: 0.9778
15/15 [==============================] - 0s 11ms/step
Epoch 1/200
135/135 [==============================] - 1s 4ms/step - loss: 1.1419 - acc: 0.2815
Epoch 2/200
135/135 [==============================] - 0s 216us/step - loss: 1.1217 - acc: 0.3111
Epoch 3/200
135/135 [==============================] - 0s 176us/step - loss: 1.0996 - acc: 0.3259
Epoch 4/200
135/135 [==============================] - 0s 191us/step - loss: 1.0781 - acc: 0.3259
Epoch 5/200
135/135 [==============================] - 0s 164us/step - loss: 1.0648 - acc: 0.3259
Epoch 6/200
135/135 [==============================] - 0s 167us/step - loss: 1.0564 - acc: 0.3259
Epoch 7/200
135/135 [==============================] - 0s 148us/step - loss: 1.0484 - acc: 0.3259
Epoch 8/200
135/135 [==============================] - 0s 146us/step - loss: 1.0402 - acc: 0.3259
Epoch 9/200
135/135 [==============================] - 0s 143us/step - loss: 1.0320 - acc: 0.3259
Epoch 10/200
135/135 [==============================] - 0s 143us/step - loss: 1.0225 - acc: 0.3259
Epoch 11/200
135/135 [==============================] - 0s 144us/step - loss: 1.0123 - acc: 0.3259
Epoch 12/200
135/135 [==============================] - 0s 144us/step - loss: 1.0018 - acc: 0.3333
Epoch 13/200
135/135 [==============================] - 0s 144us/step - loss: 0.9897 - acc: 0.3333
Epoch 14/200
135/135 [==============================] - 0s 145us/step - loss: 0.9768 - acc: 0.3778
Epoch 15/200
135/135 [==============================] - 0s 161us/step - loss: 0.9643 - acc: 0.4222
Epoch 16/200
135/135 [==============================] - 0s 146us/step - loss: 0.9492 - acc: 0.4815
Epoch 17/200
135/135 [==============================] - 0s 145us/step - loss: 0.9349 - acc: 0.4963
Epoch 18/200
135/135 [==============================] - 0s 145us/step - loss: 0.9193 - acc: 0.6074
Epoch 19/200
135/135 [==============================] - 0s 146us/step - loss: 0.9041 - acc: 0.6000
Epoch 20/200
135/135 [==============================] - 0s 144us/step - loss: 0.8893 - acc: 0.6222
Epoch 21/200
135/135 [==============================] - 0s 144us/step - loss: 0.8756 - acc: 0.6296
Epoch 22/200
135/135 [==============================] - 0s 146us/step - loss: 0.8613 - acc: 0.6370
Epoch 23/200
135/135 [==============================] - 0s 145us/step - loss: 0.8480 - acc: 0.6370
Epoch 24/200
135/135 [==============================] - 0s 145us/step - loss: 0.8356 - acc: 0.6370
Epoch 25/200
135/135 [==============================] - 0s 144us/step - loss: 0.8235 - acc: 0.6444
Epoch 26/200
135/135 [==============================] - 0s 146us/step - loss: 0.8123 - acc: 0.6444
Epoch 27/200
135/135 [==============================] - 0s 147us/step - loss: 0.8009 - acc: 0.6444
Epoch 28/200
135/135 [==============================] - 0s 146us/step - loss: 0.7908 - acc: 0.6444
Epoch 29/200
135/135 [==============================] - 0s 145us/step - loss: 0.7810 - acc: 0.6444
Epoch 30/200
135/135 [==============================] - 0s 145us/step - loss: 0.7709 - acc: 0.6593
Epoch 31/200
135/135 [==============================] - 0s 147us/step - loss: 0.7623 - acc: 0.6519
Epoch 32/200
135/135 [==============================] - 0s 147us/step - loss: 0.7532 - acc: 0.6593
Epoch 33/200
135/135 [==============================] - 0s 147us/step - loss: 0.7444 - acc: 0.6593
Epoch 34/200
135/135 [==============================] - 0s 146us/step - loss: 0.7370 - acc: 0.6519
Epoch 35/200
135/135 [==============================] - 0s 146us/step - loss: 0.7289 - acc: 0.6519
Epoch 36/200
135/135 [==============================] - 0s 147us/step - loss: 0.7226 - acc: 0.6593
Epoch 37/200
135/135 [==============================] - 0s 146us/step - loss: 0.7145 - acc: 0.6593
Epoch 38/200
135/135 [==============================] - 0s 148us/step - loss: 0.7072 - acc: 0.6593
Epoch 39/200
135/135 [==============================] - 0s 145us/step - loss: 0.7007 - acc: 0.6593
Epoch 40/200
135/135 [==============================] - 0s 146us/step - loss: 0.6945 - acc: 0.6593
Epoch 41/200
135/135 [==============================] - 0s 146us/step - loss: 0.6885 - acc: 0.6741
Epoch 42/200
135/135 [==============================] - 0s 145us/step - loss: 0.6819 - acc: 0.6667
Epoch 43/200
135/135 [==============================] - 0s 142us/step - loss: 0.6765 - acc: 0.6667
Epoch 44/200
135/135 [==============================] - 0s 142us/step - loss: 0.6711 - acc: 0.6593
Epoch 45/200
135/135 [==============================] - 0s 142us/step - loss: 0.6645 - acc: 0.6741
Epoch 46/200
135/135 [==============================] - 0s 142us/step - loss: 0.6593 - acc: 0.6741
Epoch 47/200
135/135 [==============================] - 0s 143us/step - loss: 0.6539 - acc: 0.6741
Epoch 48/200
135/135 [==============================] - 0s 143us/step - loss: 0.6493 - acc: 0.6741
Epoch 49/200
135/135 [==============================] - 0s 143us/step - loss: 0.6442 - acc: 0.6741
Epoch 50/200
135/135 [==============================] - 0s 144us/step - loss: 0.6398 - acc: 0.6815
Epoch 51/200
135/135 [==============================] - 0s 146us/step - loss: 0.6350 - acc: 0.6741
Epoch 52/200
135/135 [==============================] - 0s 142us/step - loss: 0.6299 - acc: 0.6815
Epoch 53/200
135/135 [==============================] - 0s 143us/step - loss: 0.6271 - acc: 0.7037
Epoch 54/200
135/135 [==============================] - 0s 141us/step - loss: 0.6214 - acc: 0.6815
Epoch 55/200
135/135 [==============================] - 0s 142us/step - loss: 0.6170 - acc: 0.6741
Epoch 56/200
135/135 [==============================] - 0s 141us/step - loss: 0.6128 - acc: 0.6815
Epoch 57/200
135/135 [==============================] - 0s 142us/step - loss: 0.6095 - acc: 0.6815
Epoch 58/200
135/135 [==============================] - 0s 142us/step - loss: 0.6053 - acc: 0.6889
Epoch 59/200
135/135 [==============================] - 0s 142us/step - loss: 0.6010 - acc: 0.6889
Epoch 60/200
135/135 [==============================] - 0s 142us/step - loss: 0.5978 - acc: 0.6889
Epoch 61/200
135/135 [==============================] - 0s 142us/step - loss: 0.5937 - acc: 0.6889
Epoch 62/200
135/135 [==============================] - 0s 142us/step - loss: 0.5901 - acc: 0.6963
Epoch 63/200
135/135 [==============================] - 0s 143us/step - loss: 0.5868 - acc: 0.6889
Epoch 64/200
135/135 [==============================] - 0s 141us/step - loss: 0.5835 - acc: 0.6963
Epoch 65/200
135/135 [==============================] - 0s 142us/step - loss: 0.5804 - acc: 0.6963
Epoch 66/200
135/135 [==============================] - 0s 143us/step - loss: 0.5770 - acc: 0.6963
Epoch 67/200
135/135 [==============================] - 0s 141us/step - loss: 0.5750 - acc: 0.7259
Epoch 68/200
135/135 [==============================] - 0s 142us/step - loss: 0.5709 - acc: 0.6963
Epoch 69/200
135/135 [==============================] - 0s 143us/step - loss: 0.5679 - acc: 0.6963
Epoch 70/200
135/135 [==============================] - 0s 142us/step - loss: 0.5646 - acc: 0.6963
Epoch 71/200
135/135 [==============================] - 0s 143us/step - loss: 0.5614 - acc: 0.7037
Epoch 72/200
135/135 [==============================] - 0s 140us/step - loss: 0.5587 - acc: 0.7333
Epoch 73/200
135/135 [==============================] - 0s 142us/step - loss: 0.5559 - acc: 0.7333
Epoch 74/200
135/135 [==============================] - 0s 143us/step - loss: 0.5531 - acc: 0.7481
Epoch 75/200
135/135 [==============================] - 0s 141us/step - loss: 0.5507 - acc: 0.7407
Epoch 76/200
135/135 [==============================] - 0s 142us/step - loss: 0.5483 - acc: 0.7111
Epoch 77/200
135/135 [==============================] - 0s 145us/step - loss: 0.5451 - acc: 0.7556
Epoch 78/200
135/135 [==============================] - 0s 140us/step - loss: 0.5424 - acc: 0.7556
Epoch 79/200
135/135 [==============================] - 0s 141us/step - loss: 0.5403 - acc: 0.7259
Epoch 80/200
135/135 [==============================] - 0s 141us/step - loss: 0.5379 - acc: 0.7185
Epoch 81/200
135/135 [==============================] - 0s 140us/step - loss: 0.5370 - acc: 0.8000
Epoch 82/200
135/135 [==============================] - 0s 140us/step - loss: 0.5330 - acc: 0.7630
Epoch 83/200
135/135 [==============================] - 0s 142us/step - loss: 0.5306 - acc: 0.7778
Epoch 84/200
135/135 [==============================] - 0s 141us/step - loss: 0.5284 - acc: 0.7778
Epoch 85/200
135/135 [==============================] - 0s 142us/step - loss: 0.5262 - acc: 0.8074
Epoch 86/200
135/135 [==============================] - 0s 142us/step - loss: 0.5235 - acc: 0.8000
Epoch 87/200
135/135 [==============================] - 0s 141us/step - loss: 0.5211 - acc: 0.7852
Epoch 88/200
135/135 [==============================] - 0s 141us/step - loss: 0.5195 - acc: 0.7556
Epoch 89/200
135/135 [==============================] - 0s 141us/step - loss: 0.5171 - acc: 0.7778
Epoch 90/200
135/135 [==============================] - 0s 141us/step - loss: 0.5167 - acc: 0.8222
Epoch 91/200
135/135 [==============================] - 0s 141us/step - loss: 0.5125 - acc: 0.8148
Epoch 92/200
135/135 [==============================] - 0s 141us/step - loss: 0.5112 - acc: 0.7852
Epoch 93/200
135/135 [==============================] - 0s 141us/step - loss: 0.5088 - acc: 0.8000
Epoch 94/200
135/135 [==============================] - 0s 147us/step - loss: 0.5078 - acc: 0.8148
Epoch 95/200
135/135 [==============================] - 0s 145us/step - loss: 0.5048 - acc: 0.8074
Epoch 96/200
135/135 [==============================] - 0s 144us/step - loss: 0.5030 - acc: 0.8148
Epoch 97/200
135/135 [==============================] - 0s 143us/step - loss: 0.5011 - acc: 0.7852
Epoch 98/200
135/135 [==============================] - 0s 143us/step - loss: 0.4992 - acc: 0.8074
Epoch 99/200
135/135 [==============================] - 0s 143us/step - loss: 0.4969 - acc: 0.8148
Epoch 100/200
135/135 [==============================] - 0s 143us/step - loss: 0.4985 - acc: 0.8296
Epoch 101/200
135/135 [==============================] - 0s 143us/step - loss: 0.4933 - acc: 0.8222
Epoch 102/200
135/135 [==============================] - 0s 144us/step - loss: 0.4916 - acc: 0.8000
Epoch 103/200
135/135 [==============================] - 0s 144us/step - loss: 0.4896 - acc: 0.8074
Epoch 104/200
135/135 [==============================] - 0s 144us/step - loss: 0.4879 - acc: 0.8074
Epoch 105/200
135/135 [==============================] - 0s 141us/step - loss: 0.4868 - acc: 0.8370
Epoch 106/200
135/135 [==============================] - 0s 141us/step - loss: 0.4846 - acc: 0.8148
Epoch 107/200
135/135 [==============================] - 0s 140us/step - loss: 0.4842 - acc: 0.7926
Epoch 108/200
135/135 [==============================] - 0s 142us/step - loss: 0.4818 - acc: 0.8222
Epoch 109/200
135/135 [==============================] - 0s 141us/step - loss: 0.4805 - acc: 0.8815
Epoch 110/200
135/135 [==============================] - 0s 142us/step - loss: 0.4782 - acc: 0.8889
Epoch 111/200
135/135 [==============================] - 0s 141us/step - loss: 0.4779 - acc: 0.8074
Epoch 112/200
135/135 [==============================] - 0s 142us/step - loss: 0.4747 - acc: 0.8444
Epoch 113/200
135/135 [==============================] - 0s 142us/step - loss: 0.4743 - acc: 0.8667
Epoch 114/200
135/135 [==============================] - 0s 142us/step - loss: 0.4714 - acc: 0.8519
Epoch 115/200
135/135 [==============================] - 0s 141us/step - loss: 0.4712 - acc: 0.8222
Epoch 116/200
135/135 [==============================] - 0s 141us/step - loss: 0.4688 - acc: 0.8519
Epoch 117/200
135/135 [==============================] - 0s 142us/step - loss: 0.4670 - acc: 0.8593
Epoch 118/200
135/135 [==============================] - 0s 145us/step - loss: 0.4653 - acc: 0.8593
Epoch 119/200
135/135 [==============================] - 0s 146us/step - loss: 0.4646 - acc: 0.8815
Epoch 120/200
135/135 [==============================] - 0s 146us/step - loss: 0.4629 - acc: 0.8667
Epoch 121/200
135/135 [==============================] - 0s 146us/step - loss: 0.4609 - acc: 0.8444
Epoch 122/200
135/135 [==============================] - 0s 144us/step - loss: 0.4595 - acc: 0.8593
Epoch 123/200
135/135 [==============================] - 0s 144us/step - loss: 0.4576 - acc: 0.8889
Epoch 124/200
135/135 [==============================] - 0s 146us/step - loss: 0.4587 - acc: 0.9185
Epoch 125/200
135/135 [==============================] - 0s 144us/step - loss: 0.4550 - acc: 0.8889
Epoch 126/200
135/135 [==============================] - 0s 146us/step - loss: 0.4545 - acc: 0.8593
Epoch 127/200
135/135 [==============================] - 0s 146us/step - loss: 0.4527 - acc: 0.8667
Epoch 128/200
135/135 [==============================] - 0s 145us/step - loss: 0.4509 - acc: 0.8963
Epoch 129/200
135/135 [==============================] - 0s 145us/step - loss: 0.4495 - acc: 0.8963
Epoch 130/200
135/135 [==============================] - 0s 146us/step - loss: 0.4477 - acc: 0.8889
Epoch 131/200
135/135 [==============================] - 0s 145us/step - loss: 0.4465 - acc: 0.8741
Epoch 132/200
135/135 [==============================] - 0s 144us/step - loss: 0.4451 - acc: 0.8667
Epoch 133/200
135/135 [==============================] - 0s 145us/step - loss: 0.4439 - acc: 0.9037
Epoch 134/200
135/135 [==============================] - 0s 144us/step - loss: 0.4421 - acc: 0.9037
Epoch 135/200
135/135 [==============================] - 0s 145us/step - loss: 0.4407 - acc: 0.8889
Epoch 136/200
135/135 [==============================] - 0s 144us/step - loss: 0.4393 - acc: 0.8963
Epoch 137/200
135/135 [==============================] - 0s 143us/step - loss: 0.4393 - acc: 0.8963
Epoch 138/200
135/135 [==============================] - 0s 140us/step - loss: 0.4394 - acc: 0.9259
Epoch 139/200
135/135 [==============================] - 0s 142us/step - loss: 0.4360 - acc: 0.9111
Epoch 140/200
135/135 [==============================] - 0s 142us/step - loss: 0.4336 - acc: 0.8963
Epoch 141/200
135/135 [==============================] - 0s 145us/step - loss: 0.4354 - acc: 0.9259
Epoch 142/200
135/135 [==============================] - 0s 143us/step - loss: 0.4301 - acc: 0.9333
Epoch 143/200
135/135 [==============================] - 0s 142us/step - loss: 0.4293 - acc: 0.9037
Epoch 144/200
135/135 [==============================] - 0s 143us/step - loss: 0.4281 - acc: 0.8963
Epoch 145/200
135/135 [==============================] - 0s 142us/step - loss: 0.4274 - acc: 0.8889
Epoch 146/200
135/135 [==============================] - 0s 143us/step - loss: 0.4256 - acc: 0.8963
Epoch 147/200
135/135 [==============================] - 0s 142us/step - loss: 0.4244 - acc: 0.9111
Epoch 148/200
135/135 [==============================] - 0s 141us/step - loss: 0.4225 - acc: 0.9185
Epoch 149/200
135/135 [==============================] - 0s 144us/step - loss: 0.4213 - acc: 0.9333
Epoch 150/200
135/135 [==============================] - 0s 144us/step - loss: 0.4205 - acc: 0.8963
Epoch 151/200
135/135 [==============================] - 0s 144us/step - loss: 0.4184 - acc: 0.9185
Epoch 152/200
135/135 [==============================] - 0s 142us/step - loss: 0.4176 - acc: 0.9407
Epoch 153/200
135/135 [==============================] - 0s 141us/step - loss: 0.4160 - acc: 0.9259
Epoch 154/200
135/135 [==============================] - 0s 142us/step - loss: 0.4150 - acc: 0.9111
Epoch 155/200
135/135 [==============================] - 0s 142us/step - loss: 0.4134 - acc: 0.9111
Epoch 156/200
135/135 [==============================] - 0s 142us/step - loss: 0.4117 - acc: 0.9259
Epoch 157/200
135/135 [==============================] - 0s 142us/step - loss: 0.4105 - acc: 0.9259
Epoch 158/200
135/135 [==============================] - 0s 142us/step - loss: 0.4089 - acc: 0.9333
Epoch 159/200
135/135 [==============================] - 0s 141us/step - loss: 0.4078 - acc: 0.9259
Epoch 160/200
135/135 [==============================] - 0s 143us/step - loss: 0.4061 - acc: 0.9407
Epoch 161/200
135/135 [==============================] - 0s 142us/step - loss: 0.4049 - acc: 0.9333
Epoch 162/200
135/135 [==============================] - 0s 142us/step - loss: 0.4033 - acc: 0.9333
Epoch 163/200
135/135 [==============================] - 0s 142us/step - loss: 0.4023 - acc: 0.9333
Epoch 164/200
135/135 [==============================] - 0s 142us/step - loss: 0.4006 - acc: 0.9407
Epoch 165/200
135/135 [==============================] - 0s 143us/step - loss: 0.3993 - acc: 0.9333
Epoch 166/200
135/135 [==============================] - 0s 141us/step - loss: 0.3982 - acc: 0.9259
Epoch 167/200
135/135 [==============================] - 0s 142us/step - loss: 0.3973 - acc: 0.9407
Epoch 168/200
135/135 [==============================] - 0s 142us/step - loss: 0.3952 - acc: 0.9407
Epoch 169/200
135/135 [==============================] - 0s 142us/step - loss: 0.3946 - acc: 0.9333
Epoch 170/200
135/135 [==============================] - 0s 141us/step - loss: 0.3936 - acc: 0.9407
Epoch 171/200
135/135 [==============================] - 0s 142us/step - loss: 0.3909 - acc: 0.9407
Epoch 172/200
135/135 [==============================] - 0s 144us/step - loss: 0.3905 - acc: 0.9259
Epoch 173/200
135/135 [==============================] - 0s 142us/step - loss: 0.3883 - acc: 0.9333
Epoch 174/200
135/135 [==============================] - 0s 142us/step - loss: 0.3877 - acc: 0.9333
Epoch 175/200
135/135 [==============================] - 0s 142us/step - loss: 0.3864 - acc: 0.9333
Epoch 176/200
135/135 [==============================] - 0s 142us/step - loss: 0.3844 - acc: 0.9407
Epoch 177/200
135/135 [==============================] - 0s 142us/step - loss: 0.3829 - acc: 0.9407
Epoch 178/200
135/135 [==============================] - 0s 141us/step - loss: 0.3815 - acc: 0.9407
Epoch 179/200
135/135 [==============================] - 0s 142us/step - loss: 0.3804 - acc: 0.9333
Epoch 180/200
135/135 [==============================] - 0s 142us/step - loss: 0.3794 - acc: 0.9333
Epoch 181/200
135/135 [==============================] - 0s 142us/step - loss: 0.3773 - acc: 0.9407
Epoch 182/200
135/135 [==============================] - 0s 142us/step - loss: 0.3759 - acc: 0.9407
Epoch 183/200
135/135 [==============================] - 0s 142us/step - loss: 0.3756 - acc: 0.9407
Epoch 184/200
135/135 [==============================] - 0s 142us/step - loss: 0.3733 - acc: 0.9407
Epoch 185/200
135/135 [==============================] - 0s 142us/step - loss: 0.3719 - acc: 0.9407
Epoch 186/200
135/135 [==============================] - 0s 142us/step - loss: 0.3714 - acc: 0.9407
Epoch 187/200
135/135 [==============================] - 0s 144us/step - loss: 0.3693 - acc: 0.9407
Epoch 188/200
135/135 [==============================] - 0s 143us/step - loss: 0.3681 - acc: 0.9407
Epoch 189/200
135/135 [==============================] - 0s 141us/step - loss: 0.3668 - acc: 0.9407
Epoch 190/200
135/135 [==============================] - 0s 142us/step - loss: 0.3651 - acc: 0.9407
Epoch 191/200
135/135 [==============================] - 0s 142us/step - loss: 0.3641 - acc: 0.9556
Epoch 192/200
135/135 [==============================] - 0s 141us/step - loss: 0.3620 - acc: 0.9556
Epoch 193/200
135/135 [==============================] - 0s 143us/step - loss: 0.3610 - acc: 0.9407
Epoch 194/200
135/135 [==============================] - 0s 144us/step - loss: 0.3596 - acc: 0.9407
Epoch 195/200
135/135 [==============================] - 0s 142us/step - loss: 0.3597 - acc: 0.9333
Epoch 196/200
135/135 [==============================] - 0s 147us/step - loss: 0.3571 - acc: 0.9407
Epoch 197/200
135/135 [==============================] - 0s 153us/step - loss: 0.3563 - acc: 0.9556
Epoch 198/200
135/135 [==============================] - 0s 150us/step - loss: 0.3542 - acc: 0.9407
Epoch 199/200
135/135 [==============================] - 0s 149us/step - loss: 0.3529 - acc: 0.9481
Epoch 200/200
135/135 [==============================] - 0s 148us/step - loss: 0.3519 - acc: 0.9481
15/15 [==============================] - 0s 13ms/step
Epoch 1/200
135/135 [==============================] - 1s 4ms/step - loss: 2.2832 - acc: 0.3185 
Epoch 2/200
135/135 [==============================] - 0s 218us/step - loss: 1.8121 - acc: 0.3185
Epoch 3/200
135/135 [==============================] - 0s 191us/step - loss: 1.4339 - acc: 0.3185
Epoch 4/200
135/135 [==============================] - 0s 184us/step - loss: 1.1729 - acc: 0.3185
Epoch 5/200
135/135 [==============================] - 0s 153us/step - loss: 1.0038 - acc: 0.3185
Epoch 6/200
135/135 [==============================] - 0s 148us/step - loss: 0.9073 - acc: 0.3185
Epoch 7/200
135/135 [==============================] - 0s 151us/step - loss: 0.8530 - acc: 0.3407
Epoch 8/200
135/135 [==============================] - 0s 150us/step - loss: 0.8182 - acc: 0.3704
Epoch 9/200
135/135 [==============================] - 0s 150us/step - loss: 0.7919 - acc: 0.4370
Epoch 10/200
135/135 [==============================] - 0s 150us/step - loss: 0.7710 - acc: 0.4444
Epoch 11/200
135/135 [==============================] - 0s 150us/step - loss: 0.7479 - acc: 0.5556
Epoch 12/200
135/135 [==============================] - 0s 151us/step - loss: 0.7297 - acc: 0.6667
Epoch 13/200
135/135 [==============================] - 0s 151us/step - loss: 0.7084 - acc: 0.8444
Epoch 14/200
135/135 [==============================] - 0s 150us/step - loss: 0.6913 - acc: 0.9037
Epoch 15/200
135/135 [==============================] - 0s 150us/step - loss: 0.6725 - acc: 0.8593
Epoch 16/200
135/135 [==============================] - 0s 150us/step - loss: 0.6542 - acc: 0.9185
Epoch 17/200
135/135 [==============================] - 0s 150us/step - loss: 0.6387 - acc: 0.8815
Epoch 18/200
135/135 [==============================] - 0s 149us/step - loss: 0.6159 - acc: 0.9185
Epoch 19/200
135/135 [==============================] - 0s 151us/step - loss: 0.6004 - acc: 0.9481
Epoch 20/200
135/135 [==============================] - 0s 150us/step - loss: 0.5835 - acc: 0.9333
Epoch 21/200
135/135 [==============================] - 0s 151us/step - loss: 0.5675 - acc: 0.9333
Epoch 22/200
135/135 [==============================] - 0s 151us/step - loss: 0.5511 - acc: 0.9481
Epoch 23/200
135/135 [==============================] - 0s 152us/step - loss: 0.5363 - acc: 0.9333
Epoch 24/200
135/135 [==============================] - 0s 182us/step - loss: 0.5213 - acc: 0.9556
Epoch 25/200
135/135 [==============================] - 0s 175us/step - loss: 0.5075 - acc: 0.9556
Epoch 26/200
135/135 [==============================] - 0s 170us/step - loss: 0.4920 - acc: 0.9556
Epoch 27/200
135/135 [==============================] - 0s 169us/step - loss: 0.4788 - acc: 0.9556
Epoch 28/200
135/135 [==============================] - 0s 161us/step - loss: 0.4660 - acc: 0.9556
Epoch 29/200
135/135 [==============================] - 0s 166us/step - loss: 0.4554 - acc: 0.9630
Epoch 30/200
135/135 [==============================] - 0s 166us/step - loss: 0.4457 - acc: 0.9630
Epoch 31/200
135/135 [==============================] - 0s 166us/step - loss: 0.4289 - acc: 0.9556
Epoch 32/200
135/135 [==============================] - 0s 167us/step - loss: 0.4179 - acc: 0.9556
Epoch 33/200
135/135 [==============================] - 0s 165us/step - loss: 0.4083 - acc: 0.9852
Epoch 34/200
135/135 [==============================] - 0s 167us/step - loss: 0.3976 - acc: 0.9556
Epoch 35/200
135/135 [==============================] - 0s 167us/step - loss: 0.3884 - acc: 0.9778
Epoch 36/200
135/135 [==============================] - 0s 166us/step - loss: 0.3776 - acc: 0.9556
Epoch 37/200
135/135 [==============================] - 0s 166us/step - loss: 0.3666 - acc: 0.9630
Epoch 38/200
135/135 [==============================] - 0s 168us/step - loss: 0.3607 - acc: 0.9852
Epoch 39/200
135/135 [==============================] - 0s 160us/step - loss: 0.3499 - acc: 0.9630
Epoch 40/200
135/135 [==============================] - 0s 157us/step - loss: 0.3415 - acc: 0.9852
Epoch 41/200
135/135 [==============================] - 0s 156us/step - loss: 0.3336 - acc: 0.9704
Epoch 42/200
135/135 [==============================] - 0s 157us/step - loss: 0.3257 - acc: 0.9852
Epoch 43/200
135/135 [==============================] - 0s 156us/step - loss: 0.3189 - acc: 0.9704
Epoch 44/200
135/135 [==============================] - 0s 156us/step - loss: 0.3122 - acc: 0.9704
Epoch 45/200
135/135 [==============================] - 0s 156us/step - loss: 0.3051 - acc: 0.9852
Epoch 46/200
135/135 [==============================] - 0s 157us/step - loss: 0.3000 - acc: 0.9704
Epoch 47/200
135/135 [==============================] - 0s 156us/step - loss: 0.2931 - acc: 0.9778
Epoch 48/200
135/135 [==============================] - 0s 159us/step - loss: 0.2855 - acc: 0.9778
Epoch 49/200
135/135 [==============================] - 0s 154us/step - loss: 0.2801 - acc: 0.9852
Epoch 50/200
135/135 [==============================] - 0s 151us/step - loss: 0.2744 - acc: 0.9704
Epoch 51/200
135/135 [==============================] - 0s 151us/step - loss: 0.2702 - acc: 0.9778
Epoch 52/200
135/135 [==============================] - 0s 151us/step - loss: 0.2635 - acc: 0.9778
Epoch 53/200
135/135 [==============================] - 0s 151us/step - loss: 0.2619 - acc: 0.9704
Epoch 54/200
135/135 [==============================] - 0s 150us/step - loss: 0.2537 - acc: 0.9852
Epoch 55/200
135/135 [==============================] - 0s 151us/step - loss: 0.2511 - acc: 0.9852
Epoch 56/200
135/135 [==============================] - 0s 152us/step - loss: 0.2444 - acc: 0.9852
Epoch 57/200
135/135 [==============================] - 0s 151us/step - loss: 0.2403 - acc: 0.9852
Epoch 58/200
135/135 [==============================] - 0s 150us/step - loss: 0.2369 - acc: 0.9852
Epoch 59/200
135/135 [==============================] - 0s 151us/step - loss: 0.2326 - acc: 0.9778
Epoch 60/200
135/135 [==============================] - 0s 151us/step - loss: 0.2320 - acc: 0.9704
Epoch 61/200
135/135 [==============================] - 0s 151us/step - loss: 0.2254 - acc: 0.9778
Epoch 62/200
135/135 [==============================] - 0s 151us/step - loss: 0.2204 - acc: 0.9704
Epoch 63/200
135/135 [==============================] - 0s 152us/step - loss: 0.2180 - acc: 0.9778
Epoch 64/200
135/135 [==============================] - 0s 151us/step - loss: 0.2141 - acc: 0.9778
Epoch 65/200
135/135 [==============================] - 0s 151us/step - loss: 0.2176 - acc: 0.9704
Epoch 66/200
135/135 [==============================] - 0s 151us/step - loss: 0.2094 - acc: 0.9778
Epoch 67/200
135/135 [==============================] - 0s 151us/step - loss: 0.2043 - acc: 0.9778
Epoch 68/200
135/135 [==============================] - 0s 150us/step - loss: 0.2009 - acc: 0.9852
Epoch 69/200
135/135 [==============================] - 0s 150us/step - loss: 0.2006 - acc: 0.9778
Epoch 70/200
135/135 [==============================] - 0s 151us/step - loss: 0.1954 - acc: 0.9704
Epoch 71/200
135/135 [==============================] - 0s 147us/step - loss: 0.1937 - acc: 0.9778
Epoch 72/200
135/135 [==============================] - 0s 159us/step - loss: 0.1899 - acc: 0.9852
Epoch 73/200
135/135 [==============================] - 0s 153us/step - loss: 0.1871 - acc: 0.9778
Epoch 74/200
135/135 [==============================] - 0s 150us/step - loss: 0.1852 - acc: 0.9704
Epoch 75/200
135/135 [==============================] - 0s 145us/step - loss: 0.1838 - acc: 0.9778
Epoch 76/200
135/135 [==============================] - 0s 145us/step - loss: 0.1805 - acc: 0.9778
Epoch 77/200
135/135 [==============================] - 0s 146us/step - loss: 0.1803 - acc: 0.9852
Epoch 78/200
135/135 [==============================] - 0s 146us/step - loss: 0.1788 - acc: 0.9704
Epoch 79/200
135/135 [==============================] - 0s 145us/step - loss: 0.1738 - acc: 0.9704
Epoch 80/200
135/135 [==============================] - 0s 146us/step - loss: 0.1719 - acc: 0.9778
Epoch 81/200
135/135 [==============================] - 0s 145us/step - loss: 0.1695 - acc: 0.9778
Epoch 82/200
135/135 [==============================] - 0s 146us/step - loss: 0.1682 - acc: 0.9852
Epoch 83/200
135/135 [==============================] - 0s 145us/step - loss: 0.1678 - acc: 0.9778
Epoch 84/200
135/135 [==============================] - 0s 146us/step - loss: 0.1653 - acc: 0.9630
Epoch 85/200
135/135 [==============================] - 0s 146us/step - loss: 0.1650 - acc: 0.9704
Epoch 86/200
135/135 [==============================] - 0s 146us/step - loss: 0.1609 - acc: 0.9704
Epoch 87/200
135/135 [==============================] - 0s 146us/step - loss: 0.1597 - acc: 0.9778
Epoch 88/200
135/135 [==============================] - 0s 145us/step - loss: 0.1570 - acc: 0.9704
Epoch 89/200
135/135 [==============================] - 0s 145us/step - loss: 0.1576 - acc: 0.9630
Epoch 90/200
135/135 [==============================] - 0s 144us/step - loss: 0.1543 - acc: 0.9704
Epoch 91/200
135/135 [==============================] - 0s 144us/step - loss: 0.1528 - acc: 0.9630
Epoch 92/200
135/135 [==============================] - 0s 145us/step - loss: 0.1520 - acc: 0.9704
Epoch 93/200
135/135 [==============================] - 0s 145us/step - loss: 0.1486 - acc: 0.9704
Epoch 94/200
135/135 [==============================] - 0s 146us/step - loss: 0.1468 - acc: 0.9704
Epoch 95/200
135/135 [==============================] - 0s 144us/step - loss: 0.1492 - acc: 0.9704
Epoch 96/200
135/135 [==============================] - 0s 148us/step - loss: 0.1451 - acc: 0.9704
Epoch 97/200
135/135 [==============================] - 0s 144us/step - loss: 0.1441 - acc: 0.9778
Epoch 98/200
135/135 [==============================] - 0s 144us/step - loss: 0.1422 - acc: 0.9704
Epoch 99/200
135/135 [==============================] - 0s 144us/step - loss: 0.1394 - acc: 0.9778
Epoch 100/200
135/135 [==============================] - 0s 146us/step - loss: 0.1395 - acc: 0.9778
Epoch 101/200
135/135 [==============================] - 0s 145us/step - loss: 0.1399 - acc: 0.9778
Epoch 102/200
135/135 [==============================] - 0s 145us/step - loss: 0.1376 - acc: 0.9704
Epoch 103/200
135/135 [==============================] - 0s 145us/step - loss: 0.1360 - acc: 0.9704
Epoch 104/200
135/135 [==============================] - 0s 145us/step - loss: 0.1348 - acc: 0.9704
Epoch 105/200
135/135 [==============================] - 0s 145us/step - loss: 0.1354 - acc: 0.9630
Epoch 106/200
135/135 [==============================] - 0s 147us/step - loss: 0.1332 - acc: 0.9778
Epoch 107/200
135/135 [==============================] - 0s 145us/step - loss: 0.1304 - acc: 0.9778
Epoch 108/200
135/135 [==============================] - 0s 145us/step - loss: 0.1309 - acc: 0.9778
Epoch 109/200
135/135 [==============================] - 0s 144us/step - loss: 0.1276 - acc: 0.9704
Epoch 110/200
135/135 [==============================] - 0s 146us/step - loss: 0.1286 - acc: 0.9704
Epoch 111/200
135/135 [==============================] - 0s 145us/step - loss: 0.1267 - acc: 0.9778
Epoch 112/200
135/135 [==============================] - 0s 144us/step - loss: 0.1258 - acc: 0.9778
Epoch 113/200
135/135 [==============================] - 0s 145us/step - loss: 0.1263 - acc: 0.9778
Epoch 114/200
135/135 [==============================] - 0s 144us/step - loss: 0.1232 - acc: 0.9778
Epoch 115/200
135/135 [==============================] - 0s 145us/step - loss: 0.1235 - acc: 0.9704
Epoch 116/200
135/135 [==============================] - 0s 145us/step - loss: 0.1233 - acc: 0.9778
Epoch 117/200
135/135 [==============================] - 0s 145us/step - loss: 0.1223 - acc: 0.9778
Epoch 118/200
135/135 [==============================] - 0s 145us/step - loss: 0.1196 - acc: 0.9778
Epoch 119/200
135/135 [==============================] - 0s 145us/step - loss: 0.1193 - acc: 0.9704
Epoch 120/200
135/135 [==============================] - 0s 146us/step - loss: 0.1175 - acc: 0.9778
Epoch 121/200
135/135 [==============================] - 0s 144us/step - loss: 0.1175 - acc: 0.9704
Epoch 122/200
135/135 [==============================] - 0s 146us/step - loss: 0.1168 - acc: 0.9778
Epoch 123/200
135/135 [==============================] - 0s 145us/step - loss: 0.1162 - acc: 0.9778
Epoch 124/200
135/135 [==============================] - 0s 145us/step - loss: 0.1156 - acc: 0.9704
Epoch 125/200
135/135 [==============================] - 0s 146us/step - loss: 0.1154 - acc: 0.9778
Epoch 126/200
135/135 [==============================] - 0s 144us/step - loss: 0.1146 - acc: 0.9704
Epoch 127/200
135/135 [==============================] - 0s 147us/step - loss: 0.1125 - acc: 0.9778
Epoch 128/200
135/135 [==============================] - 0s 145us/step - loss: 0.1124 - acc: 0.9704
Epoch 129/200
135/135 [==============================] - 0s 146us/step - loss: 0.1106 - acc: 0.9778
Epoch 130/200
135/135 [==============================] - 0s 144us/step - loss: 0.1133 - acc: 0.9778
Epoch 131/200
135/135 [==============================] - 0s 145us/step - loss: 0.1105 - acc: 0.9704
Epoch 132/200
135/135 [==============================] - 0s 145us/step - loss: 0.1109 - acc: 0.9704
Epoch 133/200
135/135 [==============================] - 0s 145us/step - loss: 0.1111 - acc: 0.9778
Epoch 134/200
135/135 [==============================] - 0s 145us/step - loss: 0.1085 - acc: 0.9704
Epoch 135/200
135/135 [==============================] - 0s 145us/step - loss: 0.1079 - acc: 0.9704
Epoch 136/200
135/135 [==============================] - 0s 145us/step - loss: 0.1085 - acc: 0.9778
Epoch 137/200
135/135 [==============================] - 0s 145us/step - loss: 0.1070 - acc: 0.9704
Epoch 138/200
135/135 [==============================] - 0s 146us/step - loss: 0.1092 - acc: 0.9778
Epoch 139/200
135/135 [==============================] - 0s 145us/step - loss: 0.1061 - acc: 0.9630
Epoch 140/200
135/135 [==============================] - 0s 145us/step - loss: 0.1030 - acc: 0.9778
Epoch 141/200
135/135 [==============================] - 0s 146us/step - loss: 0.1047 - acc: 0.9704
Epoch 142/200
135/135 [==============================] - 0s 144us/step - loss: 0.1025 - acc: 0.9704
Epoch 143/200
135/135 [==============================] - 0s 144us/step - loss: 0.1030 - acc: 0.9778
Epoch 144/200
135/135 [==============================] - 0s 144us/step - loss: 0.1025 - acc: 0.9704
Epoch 145/200
135/135 [==============================] - 0s 146us/step - loss: 0.1030 - acc: 0.9778
Epoch 146/200
135/135 [==============================] - 0s 145us/step - loss: 0.1013 - acc: 0.9704
Epoch 147/200
135/135 [==============================] - 0s 144us/step - loss: 0.1002 - acc: 0.9778
Epoch 148/200
135/135 [==============================] - 0s 146us/step - loss: 0.1003 - acc: 0.9704
Epoch 149/200
135/135 [==============================] - 0s 148us/step - loss: 0.0990 - acc: 0.9704
Epoch 150/200
135/135 [==============================] - 0s 145us/step - loss: 0.0987 - acc: 0.9778
Epoch 151/200
135/135 [==============================] - 0s 145us/step - loss: 0.0994 - acc: 0.9778
Epoch 152/200
135/135 [==============================] - 0s 144us/step - loss: 0.0987 - acc: 0.9778
Epoch 153/200
135/135 [==============================] - 0s 145us/step - loss: 0.0975 - acc: 0.9778
Epoch 154/200
135/135 [==============================] - 0s 144us/step - loss: 0.0959 - acc: 0.9704
Epoch 155/200
135/135 [==============================] - 0s 171us/step - loss: 0.0962 - acc: 0.9704
Epoch 156/200
135/135 [==============================] - 0s 151us/step - loss: 0.0974 - acc: 0.9704
Epoch 157/200
135/135 [==============================] - 0s 150us/step - loss: 0.0997 - acc: 0.9704
Epoch 158/200
135/135 [==============================] - 0s 150us/step - loss: 0.0986 - acc: 0.9630
Epoch 159/200
135/135 [==============================] - 0s 152us/step - loss: 0.0970 - acc: 0.9704
Epoch 160/200
135/135 [==============================] - 0s 151us/step - loss: 0.0948 - acc: 0.9778
Epoch 161/200
135/135 [==============================] - 0s 150us/step - loss: 0.0956 - acc: 0.9778
Epoch 162/200
135/135 [==============================] - 0s 150us/step - loss: 0.0933 - acc: 0.9778
Epoch 163/200
135/135 [==============================] - 0s 146us/step - loss: 0.0957 - acc: 0.9704
Epoch 164/200
135/135 [==============================] - 0s 146us/step - loss: 0.0941 - acc: 0.9704
Epoch 165/200
135/135 [==============================] - 0s 146us/step - loss: 0.0930 - acc: 0.9778
Epoch 166/200
135/135 [==============================] - 0s 146us/step - loss: 0.0934 - acc: 0.9704
Epoch 167/200
135/135 [==============================] - 0s 146us/step - loss: 0.0923 - acc: 0.9778
Epoch 168/200
135/135 [==============================] - 0s 145us/step - loss: 0.0915 - acc: 0.9704
Epoch 169/200
135/135 [==============================] - 0s 145us/step - loss: 0.0910 - acc: 0.9778
Epoch 170/200
135/135 [==============================] - 0s 145us/step - loss: 0.0912 - acc: 0.9704
Epoch 171/200
135/135 [==============================] - 0s 144us/step - loss: 0.0917 - acc: 0.9778
Epoch 172/200
135/135 [==============================] - 0s 144us/step - loss: 0.0910 - acc: 0.9704
Epoch 173/200
135/135 [==============================] - 0s 144us/step - loss: 0.0902 - acc: 0.9778
Epoch 174/200
135/135 [==============================] - 0s 144us/step - loss: 0.0879 - acc: 0.9704
Epoch 175/200
135/135 [==============================] - 0s 148us/step - loss: 0.0935 - acc: 0.9778
Epoch 176/200
135/135 [==============================] - 0s 146us/step - loss: 0.0888 - acc: 0.9778
Epoch 177/200
135/135 [==============================] - 0s 145us/step - loss: 0.0892 - acc: 0.9704
Epoch 178/200
135/135 [==============================] - 0s 143us/step - loss: 0.0907 - acc: 0.9704
Epoch 179/200
135/135 [==============================] - 0s 143us/step - loss: 0.0906 - acc: 0.9704
Epoch 180/200
135/135 [==============================] - 0s 145us/step - loss: 0.0936 - acc: 0.9704
Epoch 181/200
135/135 [==============================] - 0s 144us/step - loss: 0.0909 - acc: 0.9704
Epoch 182/200
135/135 [==============================] - 0s 144us/step - loss: 0.0862 - acc: 0.9778
Epoch 183/200
135/135 [==============================] - 0s 145us/step - loss: 0.0885 - acc: 0.9778
Epoch 184/200
135/135 [==============================] - 0s 145us/step - loss: 0.0865 - acc: 0.9778
Epoch 185/200
135/135 [==============================] - 0s 155us/step - loss: 0.0869 - acc: 0.9704
Epoch 186/200
135/135 [==============================] - 0s 163us/step - loss: 0.0862 - acc: 0.9778
Epoch 187/200
135/135 [==============================] - 0s 153us/step - loss: 0.0868 - acc: 0.9704
Epoch 188/200
135/135 [==============================] - 0s 154us/step - loss: 0.0853 - acc: 0.9778
Epoch 189/200
135/135 [==============================] - 0s 149us/step - loss: 0.0857 - acc: 0.9704
Epoch 190/200
135/135 [==============================] - 0s 167us/step - loss: 0.0850 - acc: 0.9778
Epoch 191/200
135/135 [==============================] - 0s 179us/step - loss: 0.0839 - acc: 0.9778
Epoch 192/200
135/135 [==============================] - 0s 181us/step - loss: 0.0841 - acc: 0.9704
Epoch 193/200
135/135 [==============================] - 0s 182us/step - loss: 0.0901 - acc: 0.9778
Epoch 194/200
135/135 [==============================] - 0s 181us/step - loss: 0.0856 - acc: 0.9778
Epoch 195/200
135/135 [==============================] - 0s 179us/step - loss: 0.0848 - acc: 0.9778
Epoch 196/200
135/135 [==============================] - 0s 181us/step - loss: 0.0850 - acc: 0.9778
Epoch 197/200
135/135 [==============================] - 0s 180us/step - loss: 0.0821 - acc: 0.9778
Epoch 198/200
135/135 [==============================] - 0s 179us/step - loss: 0.0842 - acc: 0.9778
Epoch 199/200
135/135 [==============================] - 0s 180us/step - loss: 0.0812 - acc: 0.9778
Epoch 200/200
135/135 [==============================] - 0s 181us/step - loss: 0.0830 - acc: 0.9778
15/15 [==============================] - 0s 13ms/step
Epoch 1/200
135/135 [==============================] - 1s 5ms/step - loss: 2.2713 - acc: 0.3111
Epoch 2/200
135/135 [==============================] - 0s 304us/step - loss: 2.0038 - acc: 0.1630
Epoch 3/200
135/135 [==============================] - 0s 220us/step - loss: 1.8117 - acc: 0.1481
Epoch 4/200
135/135 [==============================] - 0s 191us/step - loss: 1.6391 - acc: 0.1852
Epoch 5/200
135/135 [==============================] - 0s 162us/step - loss: 1.4775 - acc: 0.1926
Epoch 6/200
135/135 [==============================] - 0s 175us/step - loss: 1.3332 - acc: 0.2000
Epoch 7/200
135/135 [==============================] - 0s 165us/step - loss: 1.2166 - acc: 0.2074
Epoch 8/200
135/135 [==============================] - 0s 161us/step - loss: 1.1201 - acc: 0.2222
Epoch 9/200
135/135 [==============================] - 0s 157us/step - loss: 1.0428 - acc: 0.2519
Epoch 10/200
135/135 [==============================] - 0s 149us/step - loss: 0.9730 - acc: 0.2519
Epoch 11/200
135/135 [==============================] - 0s 151us/step - loss: 0.9154 - acc: 0.2444
Epoch 12/200
135/135 [==============================] - 0s 152us/step - loss: 0.8593 - acc: 0.4593
Epoch 13/200
135/135 [==============================] - 0s 148us/step - loss: 0.8092 - acc: 0.6222
Epoch 14/200
135/135 [==============================] - 0s 151us/step - loss: 0.7615 - acc: 0.6296
Epoch 15/200
135/135 [==============================] - 0s 152us/step - loss: 0.7257 - acc: 0.6222
Epoch 16/200
135/135 [==============================] - 0s 152us/step - loss: 0.6854 - acc: 0.6667
Epoch 17/200
135/135 [==============================] - 0s 149us/step - loss: 0.6563 - acc: 0.6815
Epoch 18/200
135/135 [==============================] - 0s 146us/step - loss: 0.6267 - acc: 0.6741
Epoch 19/200
135/135 [==============================] - 0s 146us/step - loss: 0.6042 - acc: 0.6667
Epoch 20/200
135/135 [==============================] - 0s 144us/step - loss: 0.5800 - acc: 0.7111
Epoch 21/200
135/135 [==============================] - 0s 146us/step - loss: 0.5591 - acc: 0.6963
Epoch 22/200
135/135 [==============================] - 0s 145us/step - loss: 0.5435 - acc: 0.7481
Epoch 23/200
135/135 [==============================] - 0s 145us/step - loss: 0.5214 - acc: 0.6963
Epoch 24/200
135/135 [==============================] - 0s 149us/step - loss: 0.5094 - acc: 0.7852
Epoch 25/200
135/135 [==============================] - 0s 144us/step - loss: 0.5005 - acc: 0.7481
Epoch 26/200
135/135 [==============================] - 0s 147us/step - loss: 0.4829 - acc: 0.8000
Epoch 27/200
135/135 [==============================] - 0s 144us/step - loss: 0.4738 - acc: 0.7407
Epoch 28/200
135/135 [==============================] - 0s 144us/step - loss: 0.4690 - acc: 0.8222
Epoch 29/200
135/135 [==============================] - 0s 144us/step - loss: 0.4519 - acc: 0.8074
Epoch 30/200
135/135 [==============================] - 0s 145us/step - loss: 0.4506 - acc: 0.7630
Epoch 31/200
135/135 [==============================] - 0s 144us/step - loss: 0.4486 - acc: 0.8519
Epoch 32/200
135/135 [==============================] - 0s 145us/step - loss: 0.4449 - acc: 0.7778
Epoch 33/200
135/135 [==============================] - 0s 144us/step - loss: 0.4277 - acc: 0.8741
Epoch 34/200
135/135 [==============================] - 0s 144us/step - loss: 0.4211 - acc: 0.8444
Epoch 35/200
135/135 [==============================] - 0s 145us/step - loss: 0.4129 - acc: 0.8519
Epoch 36/200
135/135 [==============================] - 0s 145us/step - loss: 0.4051 - acc: 0.8667
Epoch 37/200
135/135 [==============================] - 0s 146us/step - loss: 0.4018 - acc: 0.8741
Epoch 38/200
135/135 [==============================] - 0s 144us/step - loss: 0.3980 - acc: 0.8222
Epoch 39/200
135/135 [==============================] - 0s 144us/step - loss: 0.3892 - acc: 0.8963
Epoch 40/200
135/135 [==============================] - 0s 145us/step - loss: 0.3851 - acc: 0.8889
Epoch 41/200
135/135 [==============================] - 0s 144us/step - loss: 0.3844 - acc: 0.8815
Epoch 42/200
135/135 [==============================] - 0s 146us/step - loss: 0.3766 - acc: 0.8889
Epoch 43/200
135/135 [==============================] - 0s 143us/step - loss: 0.3700 - acc: 0.8815
Epoch 44/200
135/135 [==============================] - 0s 146us/step - loss: 0.3646 - acc: 0.9037
Epoch 45/200
135/135 [==============================] - 0s 144us/step - loss: 0.3621 - acc: 0.9037
Epoch 46/200
135/135 [==============================] - 0s 145us/step - loss: 0.3540 - acc: 0.9037
Epoch 47/200
135/135 [==============================] - 0s 145us/step - loss: 0.3493 - acc: 0.8963
Epoch 48/200
135/135 [==============================] - 0s 145us/step - loss: 0.3462 - acc: 0.9037
Epoch 49/200
135/135 [==============================] - 0s 146us/step - loss: 0.3444 - acc: 0.9037
Epoch 50/200
135/135 [==============================] - 0s 144us/step - loss: 0.3383 - acc: 0.9037
Epoch 51/200
135/135 [==============================] - 0s 145us/step - loss: 0.3330 - acc: 0.9037
Epoch 52/200
135/135 [==============================] - 0s 145us/step - loss: 0.3333 - acc: 0.9259
Epoch 53/200
135/135 [==============================] - 0s 145us/step - loss: 0.3255 - acc: 0.9037
Epoch 54/200
135/135 [==============================] - 0s 146us/step - loss: 0.3220 - acc: 0.9037
Epoch 55/200
135/135 [==============================] - 0s 145us/step - loss: 0.3168 - acc: 0.9185
Epoch 56/200
135/135 [==============================] - 0s 145us/step - loss: 0.3141 - acc: 0.9259
Epoch 57/200
135/135 [==============================] - 0s 145us/step - loss: 0.3097 - acc: 0.9185
Epoch 58/200
135/135 [==============================] - 0s 144us/step - loss: 0.3069 - acc: 0.9111
Epoch 59/200
135/135 [==============================] - 0s 145us/step - loss: 0.3031 - acc: 0.9185
Epoch 60/200
135/135 [==============================] - 0s 144us/step - loss: 0.3039 - acc: 0.9185
Epoch 61/200
135/135 [==============================] - 0s 144us/step - loss: 0.2967 - acc: 0.9111
Epoch 62/200
135/135 [==============================] - 0s 145us/step - loss: 0.2922 - acc: 0.9185
Epoch 63/200
135/135 [==============================] - 0s 145us/step - loss: 0.2890 - acc: 0.9185
Epoch 64/200
135/135 [==============================] - 0s 145us/step - loss: 0.2876 - acc: 0.9333
Epoch 65/200
135/135 [==============================] - 0s 149us/step - loss: 0.2805 - acc: 0.9333
Epoch 66/200
135/135 [==============================] - 0s 145us/step - loss: 0.2806 - acc: 0.9333
Epoch 67/200
135/135 [==============================] - 0s 144us/step - loss: 0.2751 - acc: 0.9407
Epoch 68/200
135/135 [==============================] - 0s 143us/step - loss: 0.2720 - acc: 0.9333
Epoch 69/200
135/135 [==============================] - 0s 145us/step - loss: 0.2690 - acc: 0.9407
Epoch 70/200
135/135 [==============================] - 0s 143us/step - loss: 0.2678 - acc: 0.9481
Epoch 71/200
135/135 [==============================] - 0s 145us/step - loss: 0.2640 - acc: 0.9407
Epoch 72/200
135/135 [==============================] - 0s 144us/step - loss: 0.2603 - acc: 0.9333
Epoch 73/200
135/135 [==============================] - 0s 145us/step - loss: 0.2613 - acc: 0.9333
Epoch 74/200
135/135 [==============================] - 0s 148us/step - loss: 0.2576 - acc: 0.9407
Epoch 75/200
135/135 [==============================] - 0s 177us/step - loss: 0.2597 - acc: 0.9333
Epoch 76/200
135/135 [==============================] - 0s 207us/step - loss: 0.2510 - acc: 0.9333
Epoch 77/200
135/135 [==============================] - 0s 151us/step - loss: 0.2491 - acc: 0.9481
Epoch 78/200
135/135 [==============================] - 0s 151us/step - loss: 0.2444 - acc: 0.9333
Epoch 79/200
135/135 [==============================] - 0s 152us/step - loss: 0.2443 - acc: 0.9407
Epoch 80/200
135/135 [==============================] - 0s 152us/step - loss: 0.2376 - acc: 0.9556
Epoch 81/200
135/135 [==============================] - 0s 152us/step - loss: 0.2360 - acc: 0.9407
Epoch 82/200
135/135 [==============================] - 0s 158us/step - loss: 0.2348 - acc: 0.9556
Epoch 83/200
135/135 [==============================] - 0s 154us/step - loss: 0.2360 - acc: 0.9407
Epoch 84/200
135/135 [==============================] - 0s 150us/step - loss: 0.2302 - acc: 0.9481
Epoch 85/200
135/135 [==============================] - 0s 146us/step - loss: 0.2256 - acc: 0.9481
Epoch 86/200
135/135 [==============================] - 0s 146us/step - loss: 0.2262 - acc: 0.9481
Epoch 87/200
135/135 [==============================] - 0s 150us/step - loss: 0.2222 - acc: 0.9481
Epoch 88/200
135/135 [==============================] - 0s 150us/step - loss: 0.2199 - acc: 0.9556
Epoch 89/200
135/135 [==============================] - 0s 150us/step - loss: 0.2163 - acc: 0.9407
Epoch 90/200
135/135 [==============================] - 0s 150us/step - loss: 0.2155 - acc: 0.9556
Epoch 91/200
135/135 [==============================] - 0s 151us/step - loss: 0.2149 - acc: 0.9630
Epoch 92/200
135/135 [==============================] - 0s 151us/step - loss: 0.2120 - acc: 0.9481
Epoch 93/200
135/135 [==============================] - 0s 151us/step - loss: 0.2072 - acc: 0.9556
Epoch 94/200
135/135 [==============================] - 0s 150us/step - loss: 0.2092 - acc: 0.9481
Epoch 95/200
135/135 [==============================] - 0s 153us/step - loss: 0.2031 - acc: 0.9556
Epoch 96/200
135/135 [==============================] - 0s 152us/step - loss: 0.2031 - acc: 0.9556
Epoch 97/200
135/135 [==============================] - 0s 152us/step - loss: 0.1989 - acc: 0.9556
Epoch 98/200
135/135 [==============================] - 0s 151us/step - loss: 0.1970 - acc: 0.9556
Epoch 99/200
135/135 [==============================] - 0s 152us/step - loss: 0.1965 - acc: 0.9630
Epoch 100/200
135/135 [==============================] - 0s 152us/step - loss: 0.1952 - acc: 0.9556
Epoch 101/200
135/135 [==============================] - 0s 153us/step - loss: 0.1927 - acc: 0.9630
Epoch 102/200
135/135 [==============================] - 0s 151us/step - loss: 0.1916 - acc: 0.9630
Epoch 103/200
135/135 [==============================] - 0s 150us/step - loss: 0.1887 - acc: 0.9630
Epoch 104/200
135/135 [==============================] - 0s 152us/step - loss: 0.1873 - acc: 0.9556
Epoch 105/200
135/135 [==============================] - 0s 150us/step - loss: 0.1847 - acc: 0.9630
Epoch 106/200
135/135 [==============================] - 0s 149us/step - loss: 0.1843 - acc: 0.9556
Epoch 107/200
135/135 [==============================] - 0s 144us/step - loss: 0.1822 - acc: 0.9556
Epoch 108/200
135/135 [==============================] - 0s 145us/step - loss: 0.1830 - acc: 0.9556
Epoch 109/200
135/135 [==============================] - 0s 146us/step - loss: 0.1812 - acc: 0.9556
Epoch 110/200
135/135 [==============================] - 0s 144us/step - loss: 0.1769 - acc: 0.9630
Epoch 111/200
135/135 [==============================] - 0s 148us/step - loss: 0.1748 - acc: 0.9704
Epoch 112/200
135/135 [==============================] - 0s 147us/step - loss: 0.1733 - acc: 0.9704
Epoch 113/200
135/135 [==============================] - 0s 150us/step - loss: 0.1759 - acc: 0.9704
Epoch 114/200
135/135 [==============================] - 0s 150us/step - loss: 0.1714 - acc: 0.9704
Epoch 115/200
135/135 [==============================] - 0s 149us/step - loss: 0.1737 - acc: 0.9630
Epoch 116/200
135/135 [==============================] - 0s 150us/step - loss: 0.1694 - acc: 0.9704
Epoch 117/200
135/135 [==============================] - 0s 189us/step - loss: 0.1664 - acc: 0.9704
Epoch 118/200
135/135 [==============================] - 0s 149us/step - loss: 0.1683 - acc: 0.9556
Epoch 119/200
135/135 [==============================] - 0s 149us/step - loss: 0.1645 - acc: 0.9630
Epoch 120/200
135/135 [==============================] - 0s 147us/step - loss: 0.1624 - acc: 0.9704
Epoch 121/200
135/135 [==============================] - 0s 149us/step - loss: 0.1617 - acc: 0.9630
Epoch 122/200
135/135 [==============================] - 0s 149us/step - loss: 0.1609 - acc: 0.9630
Epoch 123/200
135/135 [==============================] - 0s 150us/step - loss: 0.1620 - acc: 0.9704
Epoch 124/200
135/135 [==============================] - 0s 148us/step - loss: 0.1587 - acc: 0.9704
Epoch 125/200
135/135 [==============================] - 0s 151us/step - loss: 0.1564 - acc: 0.9630
Epoch 126/200
135/135 [==============================] - 0s 149us/step - loss: 0.1567 - acc: 0.9630
Epoch 127/200
135/135 [==============================] - 0s 148us/step - loss: 0.1547 - acc: 0.9704
Epoch 128/200
135/135 [==============================] - 0s 148us/step - loss: 0.1553 - acc: 0.9630
Epoch 129/200
135/135 [==============================] - 0s 153us/step - loss: 0.1510 - acc: 0.9630
Epoch 130/200
135/135 [==============================] - 0s 149us/step - loss: 0.1522 - acc: 0.9704
Epoch 131/200
135/135 [==============================] - 0s 148us/step - loss: 0.1485 - acc: 0.9704
Epoch 132/200
135/135 [==============================] - 0s 154us/step - loss: 0.1531 - acc: 0.9704
Epoch 133/200
135/135 [==============================] - 0s 146us/step - loss: 0.1493 - acc: 0.9704
Epoch 134/200
135/135 [==============================] - 0s 144us/step - loss: 0.1507 - acc: 0.9630
Epoch 135/200
135/135 [==============================] - 0s 155us/step - loss: 0.1446 - acc: 0.9630
Epoch 136/200
135/135 [==============================] - 0s 175us/step - loss: 0.1434 - acc: 0.9704
Epoch 137/200
135/135 [==============================] - 0s 179us/step - loss: 0.1459 - acc: 0.9556
Epoch 138/200
135/135 [==============================] - 0s 166us/step - loss: 0.1437 - acc: 0.9704
Epoch 139/200
135/135 [==============================] - 0s 162us/step - loss: 0.1410 - acc: 0.9704
Epoch 140/200
135/135 [==============================] - 0s 162us/step - loss: 0.1411 - acc: 0.9704
Epoch 141/200
135/135 [==============================] - 0s 161us/step - loss: 0.1415 - acc: 0.9556
Epoch 142/200
135/135 [==============================] - 0s 165us/step - loss: 0.1433 - acc: 0.9630
Epoch 143/200
135/135 [==============================] - 0s 165us/step - loss: 0.1448 - acc: 0.9556
Epoch 144/200
135/135 [==============================] - 0s 157us/step - loss: 0.1372 - acc: 0.9704
Epoch 145/200
135/135 [==============================] - 0s 164us/step - loss: 0.1420 - acc: 0.9556
Epoch 146/200
135/135 [==============================] - 0s 172us/step - loss: 0.1368 - acc: 0.9704
Epoch 147/200
135/135 [==============================] - 0s 165us/step - loss: 0.1337 - acc: 0.9704
Epoch 148/200
135/135 [==============================] - 0s 163us/step - loss: 0.1391 - acc: 0.9556
Epoch 149/200
135/135 [==============================] - 0s 164us/step - loss: 0.1326 - acc: 0.9704
Epoch 150/200
135/135 [==============================] - 0s 167us/step - loss: 0.1349 - acc: 0.9556
Epoch 151/200
135/135 [==============================] - 0s 157us/step - loss: 0.1323 - acc: 0.9704
Epoch 152/200
135/135 [==============================] - 0s 158us/step - loss: 0.1304 - acc: 0.9704
Epoch 153/200
135/135 [==============================] - 0s 161us/step - loss: 0.1311 - acc: 0.9704
Epoch 154/200
135/135 [==============================] - 0s 158us/step - loss: 0.1302 - acc: 0.9556
Epoch 155/200
135/135 [==============================] - 0s 156us/step - loss: 0.1262 - acc: 0.9704
Epoch 156/200
135/135 [==============================] - 0s 158us/step - loss: 0.1264 - acc: 0.9704
Epoch 157/200
135/135 [==============================] - 0s 159us/step - loss: 0.1253 - acc: 0.9704
Epoch 158/200
135/135 [==============================] - 0s 163us/step - loss: 0.1285 - acc: 0.9704
Epoch 159/200
135/135 [==============================] - 0s 170us/step - loss: 0.1234 - acc: 0.9704
Epoch 160/200
135/135 [==============================] - 0s 156us/step - loss: 0.1250 - acc: 0.9704
Epoch 161/200
135/135 [==============================] - 0s 157us/step - loss: 0.1239 - acc: 0.9704
Epoch 162/200
135/135 [==============================] - 0s 156us/step - loss: 0.1235 - acc: 0.9704
Epoch 163/200
135/135 [==============================] - 0s 156us/step - loss: 0.1212 - acc: 0.9704
Epoch 164/200
135/135 [==============================] - 0s 156us/step - loss: 0.1219 - acc: 0.9704
Epoch 165/200
135/135 [==============================] - 0s 156us/step - loss: 0.1226 - acc: 0.9481
Epoch 166/200
135/135 [==============================] - 0s 155us/step - loss: 0.1220 - acc: 0.9704
Epoch 167/200
135/135 [==============================] - 0s 167us/step - loss: 0.1208 - acc: 0.9630
Epoch 168/200
135/135 [==============================] - 0s 158us/step - loss: 0.1182 - acc: 0.9704
Epoch 169/200
135/135 [==============================] - 0s 156us/step - loss: 0.1205 - acc: 0.9704
Epoch 170/200
135/135 [==============================] - 0s 160us/step - loss: 0.1196 - acc: 0.9630
Epoch 171/200
135/135 [==============================] - 0s 154us/step - loss: 0.1172 - acc: 0.9704
Epoch 172/200
135/135 [==============================] - 0s 150us/step - loss: 0.1189 - acc: 0.9704
Epoch 173/200
135/135 [==============================] - 0s 151us/step - loss: 0.1152 - acc: 0.9704
Epoch 174/200
135/135 [==============================] - 0s 150us/step - loss: 0.1146 - acc: 0.9704
Epoch 175/200
135/135 [==============================] - 0s 150us/step - loss: 0.1132 - acc: 0.9704
Epoch 176/200
135/135 [==============================] - 0s 150us/step - loss: 0.1123 - acc: 0.9704
Epoch 177/200
135/135 [==============================] - 0s 148us/step - loss: 0.1143 - acc: 0.9704
Epoch 178/200
135/135 [==============================] - 0s 150us/step - loss: 0.1135 - acc: 0.9704
Epoch 179/200
135/135 [==============================] - 0s 149us/step - loss: 0.1125 - acc: 0.9704
Epoch 180/200
135/135 [==============================] - 0s 150us/step - loss: 0.1100 - acc: 0.9704
Epoch 181/200
135/135 [==============================] - 0s 149us/step - loss: 0.1108 - acc: 0.9704
Epoch 182/200
135/135 [==============================] - 0s 155us/step - loss: 0.1111 - acc: 0.9704
Epoch 183/200
135/135 [==============================] - 0s 150us/step - loss: 0.1128 - acc: 0.9704
Epoch 184/200
135/135 [==============================] - 0s 151us/step - loss: 0.1091 - acc: 0.9704
Epoch 185/200
135/135 [==============================] - 0s 151us/step - loss: 0.1086 - acc: 0.9704
Epoch 186/200
135/135 [==============================] - 0s 151us/step - loss: 0.1092 - acc: 0.9704
Epoch 187/200
135/135 [==============================] - 0s 149us/step - loss: 0.1130 - acc: 0.9704
Epoch 188/200
135/135 [==============================] - 0s 149us/step - loss: 0.1091 - acc: 0.9704
Epoch 189/200
135/135 [==============================] - 0s 150us/step - loss: 0.1056 - acc: 0.9704
Epoch 190/200
135/135 [==============================] - 0s 149us/step - loss: 0.1081 - acc: 0.9704
Epoch 191/200
135/135 [==============================] - 0s 150us/step - loss: 0.1054 - acc: 0.9704
Epoch 192/200
135/135 [==============================] - 0s 151us/step - loss: 0.1057 - acc: 0.9704
Epoch 193/200
135/135 [==============================] - 0s 150us/step - loss: 0.1049 - acc: 0.9704
Epoch 194/200
135/135 [==============================] - 0s 153us/step - loss: 0.1055 - acc: 0.9704
Epoch 195/200
135/135 [==============================] - 0s 151us/step - loss: 0.1043 - acc: 0.9704
Epoch 196/200
135/135 [==============================] - 0s 148us/step - loss: 0.1024 - acc: 0.9704
Epoch 197/200
135/135 [==============================] - 0s 149us/step - loss: 0.1032 - acc: 0.9704
Epoch 198/200
135/135 [==============================] - 0s 149us/step - loss: 0.1022 - acc: 0.9704
Epoch 199/200
135/135 [==============================] - 0s 150us/step - loss: 0.1010 - acc: 0.9704
Epoch 200/200
135/135 [==============================] - 0s 149us/step - loss: 0.1014 - acc: 0.9704
15/15 [==============================] - 0s 17ms/step
Epoch 1/200
135/135 [==============================] - 1s 5ms/step - loss: 0.7874 - acc: 0.5185
Epoch 2/200
135/135 [==============================] - 0s 277us/step - loss: 0.6528 - acc: 0.8370
Epoch 3/200
135/135 [==============================] - 0s 280us/step - loss: 0.5770 - acc: 0.8444
Epoch 4/200
135/135 [==============================] - 0s 211us/step - loss: 0.5411 - acc: 0.8741
Epoch 5/200
135/135 [==============================] - 0s 181us/step - loss: 0.5082 - acc: 0.8593
Epoch 6/200
135/135 [==============================] - 0s 194us/step - loss: 0.4884 - acc: 0.8519
Epoch 7/200
135/135 [==============================] - 0s 168us/step - loss: 0.4723 - acc: 0.8963
Epoch 8/200
135/135 [==============================] - 0s 186us/step - loss: 0.4569 - acc: 0.8667
Epoch 9/200
135/135 [==============================] - 0s 174us/step - loss: 0.4445 - acc: 0.8889
Epoch 10/200
135/135 [==============================] - 0s 172us/step - loss: 0.4352 - acc: 0.8667
Epoch 11/200
135/135 [==============================] - 0s 174us/step - loss: 0.4221 - acc: 0.8667
Epoch 12/200
135/135 [==============================] - 0s 176us/step - loss: 0.4098 - acc: 0.8963
Epoch 13/200
135/135 [==============================] - 0s 173us/step - loss: 0.4027 - acc: 0.9333
Epoch 14/200
135/135 [==============================] - 0s 173us/step - loss: 0.4009 - acc: 0.8963
Epoch 15/200
135/135 [==============================] - 0s 175us/step - loss: 0.3887 - acc: 0.9111
Epoch 16/200
135/135 [==============================] - 0s 171us/step - loss: 0.3761 - acc: 0.9407
Epoch 17/200
135/135 [==============================] - 0s 172us/step - loss: 0.3717 - acc: 0.9037
Epoch 18/200
135/135 [==============================] - 0s 173us/step - loss: 0.3628 - acc: 0.9481
Epoch 19/200
135/135 [==============================] - 0s 168us/step - loss: 0.3577 - acc: 0.9333
Epoch 20/200
135/135 [==============================] - 0s 172us/step - loss: 0.3505 - acc: 0.9333
Epoch 21/200
135/135 [==============================] - 0s 170us/step - loss: 0.3462 - acc: 0.9481
Epoch 22/200
135/135 [==============================] - 0s 173us/step - loss: 0.3394 - acc: 0.9481
Epoch 23/200
135/135 [==============================] - 0s 175us/step - loss: 0.3298 - acc: 0.9407
Epoch 24/200
135/135 [==============================] - 0s 174us/step - loss: 0.3234 - acc: 0.9407
Epoch 25/200
135/135 [==============================] - 0s 175us/step - loss: 0.3177 - acc: 0.9556
Epoch 26/200
135/135 [==============================] - 0s 163us/step - loss: 0.3127 - acc: 0.9630
Epoch 27/200
135/135 [==============================] - 0s 145us/step - loss: 0.3052 - acc: 0.9704
Epoch 28/200
135/135 [==============================] - 0s 146us/step - loss: 0.2957 - acc: 0.9704
Epoch 29/200
135/135 [==============================] - 0s 146us/step - loss: 0.2900 - acc: 0.9704
Epoch 30/200
135/135 [==============================] - 0s 145us/step - loss: 0.2835 - acc: 0.9704
Epoch 31/200
135/135 [==============================] - 0s 148us/step - loss: 0.2759 - acc: 0.9704
Epoch 32/200
135/135 [==============================] - 0s 146us/step - loss: 0.2695 - acc: 0.9704
Epoch 33/200
135/135 [==============================] - 0s 145us/step - loss: 0.2647 - acc: 0.9704
Epoch 34/200
135/135 [==============================] - 0s 146us/step - loss: 0.2598 - acc: 0.9704
Epoch 35/200
135/135 [==============================] - 0s 147us/step - loss: 0.2534 - acc: 0.9704
Epoch 36/200
135/135 [==============================] - 0s 146us/step - loss: 0.2470 - acc: 0.9704
Epoch 37/200
135/135 [==============================] - 0s 146us/step - loss: 0.2513 - acc: 0.9481
Epoch 38/200
135/135 [==============================] - 0s 145us/step - loss: 0.2385 - acc: 0.9704
Epoch 39/200
135/135 [==============================] - 0s 147us/step - loss: 0.2326 - acc: 0.9630
Epoch 40/200
135/135 [==============================] - 0s 146us/step - loss: 0.2272 - acc: 0.9778
Epoch 41/200
135/135 [==============================] - 0s 160us/step - loss: 0.2245 - acc: 0.9704
Epoch 42/200
135/135 [==============================] - 0s 146us/step - loss: 0.2181 - acc: 0.9778
Epoch 43/200
135/135 [==============================] - 0s 146us/step - loss: 0.2143 - acc: 0.9704
Epoch 44/200
135/135 [==============================] - 0s 146us/step - loss: 0.2113 - acc: 0.9704
Epoch 45/200
135/135 [==============================] - 0s 147us/step - loss: 0.2112 - acc: 0.9778
Epoch 46/200
135/135 [==============================] - 0s 146us/step - loss: 0.2053 - acc: 0.9704
Epoch 47/200
135/135 [==============================] - 0s 146us/step - loss: 0.2011 - acc: 0.9778
Epoch 48/200
135/135 [==============================] - 0s 146us/step - loss: 0.1982 - acc: 0.9704
Epoch 49/200
135/135 [==============================] - 0s 148us/step - loss: 0.1936 - acc: 0.9778
Epoch 50/200
135/135 [==============================] - 0s 149us/step - loss: 0.1895 - acc: 0.9852
Epoch 51/200
135/135 [==============================] - 0s 151us/step - loss: 0.1847 - acc: 0.9778
Epoch 52/200
135/135 [==============================] - 0s 175us/step - loss: 0.1834 - acc: 0.9778
Epoch 53/200
135/135 [==============================] - 0s 174us/step - loss: 0.1796 - acc: 0.9778
Epoch 54/200
135/135 [==============================] - 0s 173us/step - loss: 0.1768 - acc: 0.9778
Epoch 55/200
135/135 [==============================] - 0s 154us/step - loss: 0.1750 - acc: 0.9778
Epoch 56/200
135/135 [==============================] - 0s 153us/step - loss: 0.1710 - acc: 0.9778
Epoch 57/200
135/135 [==============================] - 0s 157us/step - loss: 0.1684 - acc: 0.9778
Epoch 58/200
135/135 [==============================] - 0s 160us/step - loss: 0.1656 - acc: 0.9778
Epoch 59/200
135/135 [==============================] - 0s 156us/step - loss: 0.1636 - acc: 0.9778
Epoch 60/200
135/135 [==============================] - 0s 153us/step - loss: 0.1647 - acc: 0.9704
Epoch 61/200
135/135 [==============================] - 0s 154us/step - loss: 0.1598 - acc: 0.9778
Epoch 62/200
135/135 [==============================] - 0s 154us/step - loss: 0.1559 - acc: 0.9778
Epoch 63/200
135/135 [==============================] - 0s 154us/step - loss: 0.1564 - acc: 0.9778
Epoch 64/200
135/135 [==============================] - 0s 153us/step - loss: 0.1509 - acc: 0.9778
Epoch 65/200
135/135 [==============================] - 0s 153us/step - loss: 0.1498 - acc: 0.9852
Epoch 66/200
135/135 [==============================] - 0s 154us/step - loss: 0.1479 - acc: 0.9778
Epoch 67/200
135/135 [==============================] - 0s 151us/step - loss: 0.1462 - acc: 0.9778
Epoch 68/200
135/135 [==============================] - 0s 150us/step - loss: 0.1453 - acc: 0.9778
Epoch 69/200
135/135 [==============================] - 0s 151us/step - loss: 0.1483 - acc: 0.9704
Epoch 70/200
135/135 [==============================] - 0s 148us/step - loss: 0.1423 - acc: 0.9778
Epoch 71/200
135/135 [==============================] - 0s 148us/step - loss: 0.1389 - acc: 0.9778
Epoch 72/200
135/135 [==============================] - 0s 149us/step - loss: 0.1376 - acc: 0.9852
Epoch 73/200
135/135 [==============================] - 0s 157us/step - loss: 0.1379 - acc: 0.9778
Epoch 74/200
135/135 [==============================] - 0s 150us/step - loss: 0.1343 - acc: 0.9778
Epoch 75/200
135/135 [==============================] - 0s 152us/step - loss: 0.1362 - acc: 0.9778
Epoch 76/200
135/135 [==============================] - 0s 171us/step - loss: 0.1343 - acc: 0.9778
Epoch 77/200
135/135 [==============================] - 0s 151us/step - loss: 0.1307 - acc: 0.9852
Epoch 78/200
135/135 [==============================] - 0s 167us/step - loss: 0.1282 - acc: 0.9778
Epoch 79/200
135/135 [==============================] - 0s 176us/step - loss: 0.1263 - acc: 0.9852
Epoch 80/200
135/135 [==============================] - 0s 173us/step - loss: 0.1253 - acc: 0.9704
Epoch 81/200
135/135 [==============================] - 0s 170us/step - loss: 0.1258 - acc: 0.9852
Epoch 82/200
135/135 [==============================] - 0s 173us/step - loss: 0.1225 - acc: 0.9852
Epoch 83/200
135/135 [==============================] - 0s 176us/step - loss: 0.1223 - acc: 0.9852
Epoch 84/200
135/135 [==============================] - 0s 151us/step - loss: 0.1202 - acc: 0.9852
Epoch 85/200
135/135 [==============================] - 0s 153us/step - loss: 0.1184 - acc: 0.9852
Epoch 86/200
135/135 [==============================] - 0s 153us/step - loss: 0.1194 - acc: 0.9778
Epoch 87/200
135/135 [==============================] - 0s 151us/step - loss: 0.1153 - acc: 0.9852
Epoch 88/200
135/135 [==============================] - 0s 150us/step - loss: 0.1187 - acc: 0.9704
Epoch 89/200
135/135 [==============================] - 0s 153us/step - loss: 0.1146 - acc: 0.9852
Epoch 90/200
135/135 [==============================] - 0s 154us/step - loss: 0.1136 - acc: 0.9778
Epoch 91/200
135/135 [==============================] - 0s 153us/step - loss: 0.1128 - acc: 0.9852
Epoch 92/200
135/135 [==============================] - 0s 151us/step - loss: 0.1106 - acc: 0.9852
Epoch 93/200
135/135 [==============================] - 0s 151us/step - loss: 0.1096 - acc: 0.9852
Epoch 94/200
135/135 [==============================] - 0s 153us/step - loss: 0.1118 - acc: 0.9778
Epoch 95/200
135/135 [==============================] - 0s 159us/step - loss: 0.1115 - acc: 0.9926
Epoch 96/200
135/135 [==============================] - 0s 157us/step - loss: 0.1080 - acc: 0.9778
Epoch 97/200
135/135 [==============================] - 0s 155us/step - loss: 0.1163 - acc: 0.9704
Epoch 98/200
135/135 [==============================] - 0s 155us/step - loss: 0.1074 - acc: 0.9852
Epoch 99/200
135/135 [==============================] - 0s 155us/step - loss: 0.1044 - acc: 0.9852
Epoch 100/200
135/135 [==============================] - 0s 154us/step - loss: 0.1033 - acc: 0.9852
Epoch 101/200
135/135 [==============================] - 0s 152us/step - loss: 0.1050 - acc: 0.9778
Epoch 102/200
135/135 [==============================] - 0s 151us/step - loss: 0.1032 - acc: 0.9778
Epoch 103/200
135/135 [==============================] - 0s 149us/step - loss: 0.1023 - acc: 0.9852
Epoch 104/200
135/135 [==============================] - 0s 151us/step - loss: 0.1015 - acc: 0.9778
Epoch 105/200
135/135 [==============================] - 0s 152us/step - loss: 0.0996 - acc: 0.9852
Epoch 106/200
135/135 [==============================] - 0s 152us/step - loss: 0.1016 - acc: 0.9852
Epoch 107/200
135/135 [==============================] - 0s 151us/step - loss: 0.0987 - acc: 0.9852
Epoch 108/200
135/135 [==============================] - 0s 150us/step - loss: 0.0972 - acc: 0.9852
Epoch 109/200
135/135 [==============================] - 0s 150us/step - loss: 0.0975 - acc: 0.9852
Epoch 110/200
135/135 [==============================] - 0s 151us/step - loss: 0.0961 - acc: 0.9852
Epoch 111/200
135/135 [==============================] - 0s 150us/step - loss: 0.0956 - acc: 0.9852
Epoch 112/200
135/135 [==============================] - 0s 151us/step - loss: 0.0949 - acc: 0.9852
Epoch 113/200
135/135 [==============================] - 0s 151us/step - loss: 0.0949 - acc: 0.9852
Epoch 114/200
135/135 [==============================] - 0s 152us/step - loss: 0.0927 - acc: 0.9852
Epoch 115/200
135/135 [==============================] - 0s 151us/step - loss: 0.0938 - acc: 0.9852
Epoch 116/200
135/135 [==============================] - 0s 150us/step - loss: 0.0936 - acc: 0.9852
Epoch 117/200
135/135 [==============================] - 0s 152us/step - loss: 0.0925 - acc: 0.9778
Epoch 118/200
135/135 [==============================] - 0s 154us/step - loss: 0.0941 - acc: 0.9852
Epoch 119/200
135/135 [==============================] - 0s 152us/step - loss: 0.0969 - acc: 0.9778
Epoch 120/200
135/135 [==============================] - 0s 153us/step - loss: 0.0893 - acc: 0.9852
Epoch 121/200
135/135 [==============================] - 0s 151us/step - loss: 0.0891 - acc: 0.9852
Epoch 122/200
135/135 [==============================] - 0s 151us/step - loss: 0.0881 - acc: 0.9852
Epoch 123/200
135/135 [==============================] - 0s 151us/step - loss: 0.0904 - acc: 0.9852
Epoch 124/200
135/135 [==============================] - 0s 150us/step - loss: 0.0886 - acc: 0.9852
Epoch 125/200
135/135 [==============================] - 0s 151us/step - loss: 0.0893 - acc: 0.9778
Epoch 126/200
135/135 [==============================] - 0s 150us/step - loss: 0.0861 - acc: 0.9852
Epoch 127/200
135/135 [==============================] - 0s 151us/step - loss: 0.0876 - acc: 0.9852
Epoch 128/200
135/135 [==============================] - 0s 153us/step - loss: 0.0857 - acc: 0.9926
Epoch 129/200
135/135 [==============================] - 0s 153us/step - loss: 0.0892 - acc: 0.9852
Epoch 130/200
135/135 [==============================] - 0s 151us/step - loss: 0.0853 - acc: 0.9778
Epoch 131/200
135/135 [==============================] - 0s 150us/step - loss: 0.0848 - acc: 0.9926
Epoch 132/200
135/135 [==============================] - 0s 151us/step - loss: 0.0863 - acc: 0.9852
Epoch 133/200
135/135 [==============================] - 0s 152us/step - loss: 0.0857 - acc: 0.9852
Epoch 134/200
135/135 [==============================] - 0s 152us/step - loss: 0.0845 - acc: 0.9778
Epoch 135/200
135/135 [==============================] - 0s 152us/step - loss: 0.0819 - acc: 0.9852
Epoch 136/200
135/135 [==============================] - 0s 151us/step - loss: 0.0836 - acc: 0.9926
Epoch 137/200
135/135 [==============================] - 0s 152us/step - loss: 0.0818 - acc: 0.9852
Epoch 138/200
135/135 [==============================] - 0s 153us/step - loss: 0.0855 - acc: 0.9852
Epoch 139/200
135/135 [==============================] - 0s 151us/step - loss: 0.0822 - acc: 0.9778
Epoch 140/200
135/135 [==============================] - 0s 150us/step - loss: 0.0816 - acc: 0.9852
Epoch 141/200
135/135 [==============================] - 0s 151us/step - loss: 0.0801 - acc: 0.9852
Epoch 142/200
135/135 [==============================] - 0s 150us/step - loss: 0.0809 - acc: 0.9778
Epoch 143/200
135/135 [==============================] - 0s 151us/step - loss: 0.0803 - acc: 0.9852
Epoch 144/200
135/135 [==============================] - 0s 152us/step - loss: 0.0811 - acc: 0.9852
Epoch 145/200
135/135 [==============================] - 0s 151us/step - loss: 0.0801 - acc: 0.9852
Epoch 146/200
135/135 [==============================] - 0s 150us/step - loss: 0.0819 - acc: 0.9778
Epoch 147/200
135/135 [==============================] - 0s 151us/step - loss: 0.0809 - acc: 0.9778
Epoch 148/200
135/135 [==============================] - 0s 150us/step - loss: 0.0778 - acc: 0.9852
Epoch 149/200
135/135 [==============================] - 0s 152us/step - loss: 0.0786 - acc: 0.9852
Epoch 150/200
135/135 [==============================] - 0s 151us/step - loss: 0.0770 - acc: 0.9852
Epoch 151/200
135/135 [==============================] - 0s 150us/step - loss: 0.0790 - acc: 0.9778
Epoch 152/200
135/135 [==============================] - 0s 150us/step - loss: 0.0809 - acc: 0.9778
Epoch 153/200
135/135 [==============================] - 0s 150us/step - loss: 0.0750 - acc: 0.9852
Epoch 154/200
135/135 [==============================] - 0s 151us/step - loss: 0.0777 - acc: 0.9852
Epoch 155/200
135/135 [==============================] - 0s 151us/step - loss: 0.0809 - acc: 0.9778
Epoch 156/200
135/135 [==============================] - 0s 150us/step - loss: 0.0753 - acc: 0.9852
Epoch 157/200
135/135 [==============================] - 0s 152us/step - loss: 0.0742 - acc: 0.9852
Epoch 158/200
135/135 [==============================] - 0s 150us/step - loss: 0.0746 - acc: 0.9852
Epoch 159/200
135/135 [==============================] - 0s 151us/step - loss: 0.0744 - acc: 0.9852
Epoch 160/200
135/135 [==============================] - 0s 149us/step - loss: 0.0740 - acc: 0.9852
Epoch 161/200
135/135 [==============================] - 0s 152us/step - loss: 0.0747 - acc: 0.9778
Epoch 162/200
135/135 [==============================] - 0s 151us/step - loss: 0.0743 - acc: 0.9852
Epoch 163/200
135/135 [==============================] - 0s 151us/step - loss: 0.0736 - acc: 0.9852
Epoch 164/200
135/135 [==============================] - 0s 150us/step - loss: 0.0748 - acc: 0.9778
Epoch 165/200
135/135 [==============================] - 0s 151us/step - loss: 0.0722 - acc: 0.9852
Epoch 166/200
135/135 [==============================] - 0s 152us/step - loss: 0.0755 - acc: 0.9852
Epoch 167/200
135/135 [==============================] - 0s 154us/step - loss: 0.0702 - acc: 0.9852
Epoch 168/200
135/135 [==============================] - 0s 150us/step - loss: 0.0714 - acc: 0.9852
Epoch 169/200
135/135 [==============================] - 0s 151us/step - loss: 0.0737 - acc: 0.9852
Epoch 170/200
135/135 [==============================] - 0s 150us/step - loss: 0.0702 - acc: 0.9852
Epoch 171/200
135/135 [==============================] - 0s 153us/step - loss: 0.0703 - acc: 0.9852
Epoch 172/200
135/135 [==============================] - 0s 152us/step - loss: 0.0704 - acc: 0.9852
Epoch 173/200
135/135 [==============================] - 0s 150us/step - loss: 0.0697 - acc: 0.9852
Epoch 174/200
135/135 [==============================] - 0s 151us/step - loss: 0.0744 - acc: 0.9704
Epoch 175/200
135/135 [==============================] - 0s 150us/step - loss: 0.0714 - acc: 0.9852
Epoch 176/200
135/135 [==============================] - 0s 150us/step - loss: 0.0695 - acc: 0.9852
Epoch 177/200
135/135 [==============================] - 0s 150us/step - loss: 0.0711 - acc: 0.9852
Epoch 178/200
135/135 [==============================] - 0s 151us/step - loss: 0.0695 - acc: 0.9852
Epoch 179/200
135/135 [==============================] - 0s 151us/step - loss: 0.0675 - acc: 0.9852
Epoch 180/200
135/135 [==============================] - 0s 151us/step - loss: 0.0709 - acc: 0.9852
Epoch 181/200
135/135 [==============================] - 0s 151us/step - loss: 0.0710 - acc: 0.9852
Epoch 182/200
135/135 [==============================] - 0s 152us/step - loss: 0.0750 - acc: 0.9704
Epoch 183/200
135/135 [==============================] - 0s 152us/step - loss: 0.0813 - acc: 0.9778
Epoch 184/200
135/135 [==============================] - 0s 152us/step - loss: 0.0676 - acc: 0.9926
Epoch 185/200
135/135 [==============================] - 0s 152us/step - loss: 0.0679 - acc: 0.9852
Epoch 186/200
135/135 [==============================] - 0s 152us/step - loss: 0.0667 - acc: 0.9852
Epoch 187/200
135/135 [==============================] - 0s 151us/step - loss: 0.0666 - acc: 0.9852
Epoch 188/200
135/135 [==============================] - 0s 152us/step - loss: 0.0669 - acc: 0.9852
Epoch 189/200
135/135 [==============================] - 0s 152us/step - loss: 0.0689 - acc: 0.9778
Epoch 190/200
135/135 [==============================] - 0s 151us/step - loss: 0.0713 - acc: 0.9852
Epoch 191/200
135/135 [==============================] - 0s 151us/step - loss: 0.0680 - acc: 0.9778
Epoch 192/200
135/135 [==============================] - 0s 150us/step - loss: 0.0656 - acc: 0.9852
Epoch 193/200
135/135 [==============================] - 0s 167us/step - loss: 0.0659 - acc: 0.9852
Epoch 194/200
135/135 [==============================] - 0s 173us/step - loss: 0.0667 - acc: 0.9852
Epoch 195/200
135/135 [==============================] - 0s 172us/step - loss: 0.0667 - acc: 0.9852
Epoch 196/200
135/135 [==============================] - 0s 174us/step - loss: 0.0695 - acc: 0.9852
Epoch 197/200
135/135 [==============================] - 0s 176us/step - loss: 0.0750 - acc: 0.9778
Epoch 198/200
135/135 [==============================] - 0s 171us/step - loss: 0.0657 - acc: 0.9852
Epoch 199/200
135/135 [==============================] - 0s 175us/step - loss: 0.0694 - acc: 0.9926
Epoch 200/200
135/135 [==============================] - 0s 174us/step - loss: 0.0667 - acc: 0.9852
15/15 [==============================] - 0s 15ms/step
Epoch 1/200
135/135 [==============================] - 1s 5ms/step - loss: 2.8928 - acc: 0.3481
Epoch 2/200
135/135 [==============================] - 0s 196us/step - loss: 2.3803 - acc: 0.3481
Epoch 3/200
135/135 [==============================] - 0s 204us/step - loss: 1.9399 - acc: 0.3481
Epoch 4/200
135/135 [==============================] - 0s 182us/step - loss: 1.5342 - acc: 0.3481
Epoch 5/200
135/135 [==============================] - 0s 158us/step - loss: 1.1741 - acc: 0.3481
Epoch 6/200
135/135 [==============================] - 0s 156us/step - loss: 0.9479 - acc: 0.3556
Epoch 7/200
135/135 [==============================] - 0s 150us/step - loss: 0.8464 - acc: 0.6222
Epoch 8/200
135/135 [==============================] - 0s 150us/step - loss: 0.7761 - acc: 0.6667
Epoch 9/200
135/135 [==============================] - 0s 150us/step - loss: 0.7306 - acc: 0.6667
Epoch 10/200
135/135 [==============================] - 0s 150us/step - loss: 0.6903 - acc: 0.6667
Epoch 11/200
135/135 [==============================] - 0s 151us/step - loss: 0.6577 - acc: 0.6963
Epoch 12/200
135/135 [==============================] - 0s 151us/step - loss: 0.6326 - acc: 0.6667
Epoch 13/200
135/135 [==============================] - 0s 151us/step - loss: 0.6081 - acc: 0.6741
Epoch 14/200
135/135 [==============================] - 0s 151us/step - loss: 0.5934 - acc: 0.7037
Epoch 15/200
135/135 [==============================] - 0s 152us/step - loss: 0.5706 - acc: 0.6815
Epoch 16/200
135/135 [==============================] - 0s 151us/step - loss: 0.5563 - acc: 0.7111
Epoch 17/200
135/135 [==============================] - 0s 150us/step - loss: 0.5437 - acc: 0.7852
Epoch 18/200
135/135 [==============================] - 0s 151us/step - loss: 0.5311 - acc: 0.7037
Epoch 19/200
135/135 [==============================] - 0s 154us/step - loss: 0.5237 - acc: 0.7407
Epoch 20/200
135/135 [==============================] - 0s 151us/step - loss: 0.5099 - acc: 0.7185
Epoch 21/200
135/135 [==============================] - 0s 151us/step - loss: 0.5018 - acc: 0.8889
Epoch 22/200
135/135 [==============================] - 0s 154us/step - loss: 0.4980 - acc: 0.7630
Epoch 23/200
135/135 [==============================] - 0s 151us/step - loss: 0.4846 - acc: 0.8593
Epoch 24/200
135/135 [==============================] - 0s 154us/step - loss: 0.4775 - acc: 0.7630
Epoch 25/200
135/135 [==============================] - 0s 207us/step - loss: 0.4713 - acc: 0.8963
Epoch 26/200
135/135 [==============================] - 0s 153us/step - loss: 0.4635 - acc: 0.7778
Epoch 27/200
135/135 [==============================] - 0s 152us/step - loss: 0.4606 - acc: 0.9259
Epoch 28/200
135/135 [==============================] - 0s 153us/step - loss: 0.4541 - acc: 0.8222
Epoch 29/200
135/135 [==============================] - 0s 151us/step - loss: 0.4460 - acc: 0.7926
Epoch 30/200
135/135 [==============================] - 0s 151us/step - loss: 0.4422 - acc: 0.9259
Epoch 31/200
135/135 [==============================] - 0s 156us/step - loss: 0.4374 - acc: 0.7852
Epoch 32/200
135/135 [==============================] - 0s 152us/step - loss: 0.4311 - acc: 0.9556
Epoch 33/200
135/135 [==============================] - 0s 150us/step - loss: 0.4299 - acc: 0.8815
Epoch 34/200
135/135 [==============================] - 0s 150us/step - loss: 0.4272 - acc: 0.8370
Epoch 35/200
135/135 [==============================] - 0s 151us/step - loss: 0.4179 - acc: 0.9556
Epoch 36/200
135/135 [==============================] - 0s 149us/step - loss: 0.4110 - acc: 0.9407
Epoch 37/200
135/135 [==============================] - 0s 149us/step - loss: 0.4075 - acc: 0.9259
Epoch 38/200
135/135 [==============================] - 0s 149us/step - loss: 0.4029 - acc: 0.9111
Epoch 39/200
135/135 [==============================] - 0s 150us/step - loss: 0.3994 - acc: 0.9630
Epoch 40/200
135/135 [==============================] - 0s 148us/step - loss: 0.3953 - acc: 0.9185
Epoch 41/200
135/135 [==============================] - 0s 150us/step - loss: 0.3921 - acc: 0.9630
Epoch 42/200
135/135 [==============================] - 0s 149us/step - loss: 0.3878 - acc: 0.9333
Epoch 43/200
135/135 [==============================] - 0s 148us/step - loss: 0.3894 - acc: 0.9481
Epoch 44/200
135/135 [==============================] - 0s 148us/step - loss: 0.3805 - acc: 0.9704
Epoch 45/200
135/135 [==============================] - 0s 148us/step - loss: 0.3760 - acc: 0.9259
Epoch 46/200
135/135 [==============================] - 0s 149us/step - loss: 0.3721 - acc: 0.9704
Epoch 47/200
135/135 [==============================] - 0s 150us/step - loss: 0.3739 - acc: 0.9407
Epoch 48/200
135/135 [==============================] - 0s 149us/step - loss: 0.3680 - acc: 0.9704
Epoch 49/200
135/135 [==============================] - 0s 152us/step - loss: 0.3598 - acc: 0.9556
Epoch 50/200
135/135 [==============================] - 0s 149us/step - loss: 0.3551 - acc: 0.9630
Epoch 51/200
135/135 [==============================] - 0s 150us/step - loss: 0.3522 - acc: 0.9630
Epoch 52/200
135/135 [==============================] - 0s 149us/step - loss: 0.3513 - acc: 0.9630
Epoch 53/200
135/135 [==============================] - 0s 151us/step - loss: 0.3495 - acc: 0.9630
Epoch 54/200
135/135 [==============================] - 0s 150us/step - loss: 0.3427 - acc: 0.9630
Epoch 55/200
135/135 [==============================] - 0s 151us/step - loss: 0.3398 - acc: 0.9704
Epoch 56/200
135/135 [==============================] - 0s 150us/step - loss: 0.3378 - acc: 0.9556
Epoch 57/200
135/135 [==============================] - 0s 150us/step - loss: 0.3344 - acc: 0.9704
Epoch 58/200
135/135 [==============================] - 0s 156us/step - loss: 0.3293 - acc: 0.9630
Epoch 59/200
135/135 [==============================] - 0s 155us/step - loss: 0.3269 - acc: 0.9778
Epoch 60/200
135/135 [==============================] - 0s 155us/step - loss: 0.3244 - acc: 0.9556
Epoch 61/200
135/135 [==============================] - 0s 151us/step - loss: 0.3253 - acc: 0.9630
Epoch 62/200
135/135 [==============================] - 0s 151us/step - loss: 0.3185 - acc: 0.9630
Epoch 63/200
135/135 [==============================] - 0s 149us/step - loss: 0.3175 - acc: 0.9704
Epoch 64/200
135/135 [==============================] - 0s 149us/step - loss: 0.3141 - acc: 0.9704
Epoch 65/200
135/135 [==============================] - 0s 149us/step - loss: 0.3092 - acc: 0.9704
Epoch 66/200
135/135 [==============================] - 0s 150us/step - loss: 0.3060 - acc: 0.9630
Epoch 67/200
135/135 [==============================] - 0s 150us/step - loss: 0.3015 - acc: 0.9778
Epoch 68/200
135/135 [==============================] - 0s 150us/step - loss: 0.3021 - acc: 0.9704
Epoch 69/200
135/135 [==============================] - 0s 152us/step - loss: 0.3009 - acc: 0.9630
Epoch 70/200
135/135 [==============================] - 0s 154us/step - loss: 0.3046 - acc: 0.9407
Epoch 71/200
135/135 [==============================] - 0s 155us/step - loss: 0.2961 - acc: 0.9630
Epoch 72/200
135/135 [==============================] - 0s 153us/step - loss: 0.2902 - acc: 0.9704
Epoch 73/200
135/135 [==============================] - 0s 151us/step - loss: 0.2905 - acc: 0.9704
Epoch 74/200
135/135 [==============================] - 0s 150us/step - loss: 0.2872 - acc: 0.9630
Epoch 75/200
135/135 [==============================] - 0s 149us/step - loss: 0.2833 - acc: 0.9630
Epoch 76/200
135/135 [==============================] - 0s 150us/step - loss: 0.2771 - acc: 0.9778
Epoch 77/200
135/135 [==============================] - 0s 150us/step - loss: 0.2749 - acc: 0.9704
Epoch 78/200
135/135 [==============================] - 0s 151us/step - loss: 0.2721 - acc: 0.9778
Epoch 79/200
135/135 [==============================] - 0s 150us/step - loss: 0.2723 - acc: 0.9778
Epoch 80/200
135/135 [==============================] - 0s 164us/step - loss: 0.2698 - acc: 0.9704
Epoch 81/200
135/135 [==============================] - 0s 172us/step - loss: 0.2658 - acc: 0.9704
Epoch 82/200
135/135 [==============================] - 0s 172us/step - loss: 0.2632 - acc: 0.9704
Epoch 83/200
135/135 [==============================] - 0s 166us/step - loss: 0.2598 - acc: 0.9778
Epoch 84/200
135/135 [==============================] - 0s 154us/step - loss: 0.2608 - acc: 0.9704
Epoch 85/200
135/135 [==============================] - 0s 154us/step - loss: 0.2568 - acc: 0.9778
Epoch 86/200
135/135 [==============================] - 0s 156us/step - loss: 0.2554 - acc: 0.9778
Epoch 87/200
135/135 [==============================] - 0s 156us/step - loss: 0.2510 - acc: 0.9704
Epoch 88/200
135/135 [==============================] - 0s 155us/step - loss: 0.2494 - acc: 0.9704
Epoch 89/200
135/135 [==============================] - 0s 154us/step - loss: 0.2471 - acc: 0.9704
Epoch 90/200
135/135 [==============================] - 0s 157us/step - loss: 0.2471 - acc: 0.9704
Epoch 91/200
135/135 [==============================] - 0s 154us/step - loss: 0.2422 - acc: 0.9704
Epoch 92/200
135/135 [==============================] - 0s 155us/step - loss: 0.2404 - acc: 0.9778
Epoch 93/200
135/135 [==============================] - 0s 154us/step - loss: 0.2389 - acc: 0.9704
Epoch 94/200
135/135 [==============================] - 0s 153us/step - loss: 0.2367 - acc: 0.9704
Epoch 95/200
135/135 [==============================] - 0s 152us/step - loss: 0.2347 - acc: 0.9704
Epoch 96/200
135/135 [==============================] - 0s 166us/step - loss: 0.2330 - acc: 0.9704
Epoch 97/200
135/135 [==============================] - 0s 201us/step - loss: 0.2311 - acc: 0.9704
Epoch 98/200
135/135 [==============================] - 0s 185us/step - loss: 0.2280 - acc: 0.9704
Epoch 99/200
135/135 [==============================] - 0s 168us/step - loss: 0.2266 - acc: 0.9704
Epoch 100/200
135/135 [==============================] - 0s 166us/step - loss: 0.2246 - acc: 0.9778
Epoch 101/200
135/135 [==============================] - 0s 189us/step - loss: 0.2234 - acc: 0.9704
Epoch 102/200
135/135 [==============================] - 0s 189us/step - loss: 0.2217 - acc: 0.9630
Epoch 103/200
135/135 [==============================] - 0s 185us/step - loss: 0.2206 - acc: 0.9778
Epoch 104/200
135/135 [==============================] - 0s 160us/step - loss: 0.2197 - acc: 0.9630
Epoch 105/200
135/135 [==============================] - 0s 173us/step - loss: 0.2151 - acc: 0.9704
Epoch 106/200
135/135 [==============================] - 0s 150us/step - loss: 0.2143 - acc: 0.9704
Epoch 107/200
135/135 [==============================] - 0s 150us/step - loss: 0.2128 - acc: 0.9778
Epoch 108/200
135/135 [==============================] - 0s 150us/step - loss: 0.2116 - acc: 0.9704
Epoch 109/200
135/135 [==============================] - 0s 153us/step - loss: 0.2083 - acc: 0.9704
Epoch 110/200
135/135 [==============================] - 0s 150us/step - loss: 0.2076 - acc: 0.9704
Epoch 111/200
135/135 [==============================] - 0s 149us/step - loss: 0.2062 - acc: 0.9704
Epoch 112/200
135/135 [==============================] - 0s 150us/step - loss: 0.2044 - acc: 0.9630
Epoch 113/200
135/135 [==============================] - 0s 151us/step - loss: 0.2040 - acc: 0.9778
Epoch 114/200
135/135 [==============================] - 0s 152us/step - loss: 0.2006 - acc: 0.9704
Epoch 115/200
135/135 [==============================] - 0s 150us/step - loss: 0.2008 - acc: 0.9630
Epoch 116/200
135/135 [==============================] - 0s 150us/step - loss: 0.1987 - acc: 0.9704
Epoch 117/200
135/135 [==============================] - 0s 156us/step - loss: 0.1948 - acc: 0.9704
Epoch 118/200
135/135 [==============================] - 0s 149us/step - loss: 0.1975 - acc: 0.9704
Epoch 119/200
135/135 [==============================] - 0s 151us/step - loss: 0.1936 - acc: 0.9704
Epoch 120/200
135/135 [==============================] - 0s 149us/step - loss: 0.1937 - acc: 0.9704
Epoch 121/200
135/135 [==============================] - 0s 150us/step - loss: 0.1907 - acc: 0.9704
Epoch 122/200
135/135 [==============================] - 0s 149us/step - loss: 0.1883 - acc: 0.9704
Epoch 123/200
135/135 [==============================] - 0s 150us/step - loss: 0.1903 - acc: 0.9704
Epoch 124/200
135/135 [==============================] - 0s 150us/step - loss: 0.1896 - acc: 0.9704
Epoch 125/200
135/135 [==============================] - 0s 170us/step - loss: 0.1885 - acc: 0.9704
Epoch 126/200
135/135 [==============================] - 0s 182us/step - loss: 0.1870 - acc: 0.9704
Epoch 127/200
135/135 [==============================] - 0s 171us/step - loss: 0.1824 - acc: 0.9704
Epoch 128/200
135/135 [==============================] - 0s 160us/step - loss: 0.1829 - acc: 0.9704
Epoch 129/200
135/135 [==============================] - 0s 180us/step - loss: 0.1786 - acc: 0.9704
Epoch 130/200
135/135 [==============================] - 0s 183us/step - loss: 0.1783 - acc: 0.9704
Epoch 131/200
135/135 [==============================] - 0s 180us/step - loss: 0.1771 - acc: 0.9778
Epoch 132/200
135/135 [==============================] - 0s 161us/step - loss: 0.1751 - acc: 0.9778
Epoch 133/200
135/135 [==============================] - 0s 169us/step - loss: 0.1745 - acc: 0.9704
Epoch 134/200
135/135 [==============================] - 0s 149us/step - loss: 0.1791 - acc: 0.9704
Epoch 135/200
135/135 [==============================] - 0s 150us/step - loss: 0.1736 - acc: 0.9704
Epoch 136/200
135/135 [==============================] - 0s 150us/step - loss: 0.1710 - acc: 0.9630
Epoch 137/200
135/135 [==============================] - 0s 150us/step - loss: 0.1715 - acc: 0.9704
Epoch 138/200
135/135 [==============================] - 0s 149us/step - loss: 0.1719 - acc: 0.9778
Epoch 139/200
135/135 [==============================] - 0s 149us/step - loss: 0.1671 - acc: 0.9704
Epoch 140/200
135/135 [==============================] - 0s 151us/step - loss: 0.1651 - acc: 0.9704
Epoch 141/200
135/135 [==============================] - 0s 151us/step - loss: 0.1655 - acc: 0.9630
Epoch 142/200
135/135 [==============================] - 0s 150us/step - loss: 0.1659 - acc: 0.9630
Epoch 143/200
135/135 [==============================] - 0s 149us/step - loss: 0.1630 - acc: 0.9704
Epoch 144/200
135/135 [==============================] - 0s 150us/step - loss: 0.1617 - acc: 0.9630
Epoch 145/200
135/135 [==============================] - 0s 149us/step - loss: 0.1642 - acc: 0.9630
Epoch 146/200
135/135 [==============================] - 0s 150us/step - loss: 0.1593 - acc: 0.9704
Epoch 147/200
135/135 [==============================] - 0s 151us/step - loss: 0.1594 - acc: 0.9630
Epoch 148/200
135/135 [==============================] - 0s 153us/step - loss: 0.1576 - acc: 0.9704
Epoch 149/200
135/135 [==============================] - 0s 151us/step - loss: 0.1562 - acc: 0.9704
Epoch 150/200
135/135 [==============================] - 0s 151us/step - loss: 0.1552 - acc: 0.9704
Epoch 151/200
135/135 [==============================] - 0s 153us/step - loss: 0.1536 - acc: 0.9704
Epoch 152/200
135/135 [==============================] - 0s 153us/step - loss: 0.1534 - acc: 0.9704
Epoch 153/200
135/135 [==============================] - 0s 151us/step - loss: 0.1546 - acc: 0.9630
Epoch 154/200
135/135 [==============================] - 0s 150us/step - loss: 0.1508 - acc: 0.9630
Epoch 155/200
135/135 [==============================] - 0s 149us/step - loss: 0.1509 - acc: 0.9630
Epoch 156/200
135/135 [==============================] - 0s 149us/step - loss: 0.1486 - acc: 0.9704
Epoch 157/200
135/135 [==============================] - 0s 150us/step - loss: 0.1484 - acc: 0.9630
Epoch 158/200
135/135 [==============================] - 0s 148us/step - loss: 0.1468 - acc: 0.9704
Epoch 159/200
135/135 [==============================] - 0s 151us/step - loss: 0.1457 - acc: 0.9704
Epoch 160/200
135/135 [==============================] - 0s 150us/step - loss: 0.1456 - acc: 0.9704
Epoch 161/200
135/135 [==============================] - 0s 149us/step - loss: 0.1476 - acc: 0.9704
Epoch 162/200
135/135 [==============================] - 0s 150us/step - loss: 0.1452 - acc: 0.9704
Epoch 163/200
135/135 [==============================] - 0s 150us/step - loss: 0.1431 - acc: 0.9704
Epoch 164/200
135/135 [==============================] - 0s 154us/step - loss: 0.1438 - acc: 0.9630
Epoch 165/200
135/135 [==============================] - 0s 149us/step - loss: 0.1428 - acc: 0.9704
Epoch 166/200
135/135 [==============================] - 0s 150us/step - loss: 0.1415 - acc: 0.9704
Epoch 167/200
135/135 [==============================] - 0s 150us/step - loss: 0.1396 - acc: 0.9630
Epoch 168/200
135/135 [==============================] - 0s 150us/step - loss: 0.1399 - acc: 0.9704
Epoch 169/200
135/135 [==============================] - 0s 149us/step - loss: 0.1403 - acc: 0.9704
Epoch 170/200
135/135 [==============================] - 0s 150us/step - loss: 0.1376 - acc: 0.9704
Epoch 171/200
135/135 [==============================] - 0s 149us/step - loss: 0.1383 - acc: 0.9704
Epoch 172/200
135/135 [==============================] - 0s 150us/step - loss: 0.1359 - acc: 0.9630
Epoch 173/200
135/135 [==============================] - 0s 151us/step - loss: 0.1368 - acc: 0.9630
Epoch 174/200
135/135 [==============================] - 0s 149us/step - loss: 0.1348 - acc: 0.9630
Epoch 175/200
135/135 [==============================] - 0s 150us/step - loss: 0.1341 - acc: 0.9704
Epoch 176/200
135/135 [==============================] - 0s 151us/step - loss: 0.1346 - acc: 0.9704
Epoch 177/200
135/135 [==============================] - 0s 151us/step - loss: 0.1317 - acc: 0.9704
Epoch 178/200
135/135 [==============================] - 0s 151us/step - loss: 0.1309 - acc: 0.9704
Epoch 179/200
135/135 [==============================] - 0s 151us/step - loss: 0.1307 - acc: 0.9630
Epoch 180/200
135/135 [==============================] - 0s 149us/step - loss: 0.1293 - acc: 0.9630
Epoch 181/200
135/135 [==============================] - 0s 149us/step - loss: 0.1307 - acc: 0.9704
Epoch 182/200
135/135 [==============================] - 0s 149us/step - loss: 0.1282 - acc: 0.9704
Epoch 183/200
135/135 [==============================] - 0s 149us/step - loss: 0.1288 - acc: 0.9630
Epoch 184/200
135/135 [==============================] - 0s 148us/step - loss: 0.1268 - acc: 0.9630
Epoch 185/200
135/135 [==============================] - 0s 149us/step - loss: 0.1257 - acc: 0.9630
Epoch 186/200
135/135 [==============================] - 0s 149us/step - loss: 0.1256 - acc: 0.9704
Epoch 187/200
135/135 [==============================] - 0s 149us/step - loss: 0.1249 - acc: 0.9630
Epoch 188/200
135/135 [==============================] - 0s 150us/step - loss: 0.1248 - acc: 0.9630
Epoch 189/200
135/135 [==============================] - 0s 149us/step - loss: 0.1240 - acc: 0.9704
Epoch 190/200
135/135 [==============================] - 0s 151us/step - loss: 0.1227 - acc: 0.9704
Epoch 191/200
135/135 [==============================] - 0s 149us/step - loss: 0.1233 - acc: 0.9630
Epoch 192/200
135/135 [==============================] - 0s 148us/step - loss: 0.1234 - acc: 0.9630
Epoch 193/200
135/135 [==============================] - 0s 149us/step - loss: 0.1212 - acc: 0.9704
Epoch 194/200
135/135 [==============================] - 0s 148us/step - loss: 0.1202 - acc: 0.9630
Epoch 195/200
135/135 [==============================] - 0s 147us/step - loss: 0.1198 - acc: 0.9704
Epoch 196/200
135/135 [==============================] - 0s 148us/step - loss: 0.1195 - acc: 0.9704
Epoch 197/200
135/135 [==============================] - 0s 148us/step - loss: 0.1226 - acc: 0.9704
Epoch 198/200
135/135 [==============================] - 0s 149us/step - loss: 0.1192 - acc: 0.9704
Epoch 199/200
135/135 [==============================] - 0s 152us/step - loss: 0.1202 - acc: 0.9704
Epoch 200/200
135/135 [==============================] - 0s 151us/step - loss: 0.1185 - acc: 0.9630
15/15 [==============================] - 0s 17ms/step
In [16]:
# print the results
print()
print("Baseline: %.2f%% (%.2f%%)" % (results.mean()*100, results.std()*100))
Baseline: 96.67% (4.47%)
In [ ]:
 

Summary

In this coding recipe, we discussed how to build a classification model with Keras Deep Learning Library in Python.

Specifically, we have learned the followings:

  • How to load data and make it available to Keras.
  • How to prepare multi-class classification data for modeling using one hot encoding.
  • How to use Keras neural network models with scikit-learn.
  • How to define a neural network using Keras for multi-class classification.
  • How to evaluate a Keras neural network model using scikit-learn with k-fold cross validation
In [ ]: