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In [1]:



    


import pandas as pd



    











In [2]:



    


dataset = pd.read_csv('Pokemon.csv')



    











In [3]:



    


dataset.head()



    


















    
Out[3]:










  
    

      
      #
      Name
      Type 1
      Type 2
      Total
      HP
      Attack
      Defense
      Sp. Atk
      Sp. Def
      Speed
      Generation
      Legendary
    

  
  
    

      0
      1
      Bulbasaur
      Grass
      Poison
      318
      45
      49
      49
      65
      65
      45
      1
      False
    

    

      1
      2
      Ivysaur
      Grass
      Poison
      405
      60
      62
      63
      80
      80
      60
      1
      False
    

    

      2
      3
      Venusaur
      Grass
      Poison
      525
      80
      82
      83
      100
      100
      80
      1
      False
    

    

      3
      3
      VenusaurMega Venusaur
      Grass
      Poison
      625
      80
      100
      123
      122
      120
      80
      1
      False
    

    

      4
      4
      Charmander
      Fire
      NaN
      309
      39
      52
      43
      60
      50
      65
      1
      False
    

  




















In [4]:



    


train_data = dataset[["Total", "HP", "Attack", "Defense", "Sp. Atk", "Sp. Def", "Speed"]]
train_labels = dataset[["Type 1"]]



    











In [5]:



    


train_data.shape



    


















    
Out[5]:








(800, 7)

















In [6]:



    


train_labels.shape



    


















    
Out[6]:








(800, 1)

















In [7]:



    


import numpy as np

outs = np.zeros((800, 19))



    











In [8]:



    


outs.shape



    


















    
Out[8]:








(800, 19)

















In [9]:



    


def vectorize_data(values, dimension = 19):
    results = np.zeros((len(values), dimension))
    for i, phrase in enumerate(values):
        results[i, phrase] = 1.
    return results



    











In [10]:



    


mean = train_data.mean()
std = train_data.std()



    











In [11]:



    


train_data -= mean
train_data /= std



    











In [12]:



    


train_data.head()



    


















    
Out[12]:










  
    

      
      Total
      HP
      Attack
      Defense
      Sp. Atk
      Sp. Def
      Speed
    

  
  
    

      0
      -0.976155
      -0.950032
      -0.924328
      -0.796655
      -0.238981
      -0.248033
      -0.801002
    

    

      1
      -0.250931
      -0.362595
      -0.523803
      -0.347700
      0.219422
      0.290974
      -0.284837
    

    

      2
      0.749377
      0.420654
      0.092390
      0.293665
      0.830626
      1.009651
      0.403383
    

    

      3
      1.582967
      0.420654
      0.646964
      1.576395
      1.502951
      1.728328
      0.403383
    

    

      4
      -1.051178
      -1.185007
      -0.831899
      -0.989065
      -0.391782
      -0.787041
      -0.112782
    

  




















In [13]:



    


from sklearn.preprocessing import LabelEncoder



    











In [14]:



    


encoder = LabelEncoder()
encoder.fit(train_labels)
encoded_labels = encoder.transform(train_labels)



    


















    






/home/rahul/.local/lib/python3.5/site-packages/sklearn/preprocessing/label.py:112: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/home/rahul/.local/lib/python3.5/site-packages/sklearn/preprocessing/label.py:147: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)

















In [15]:



    


encoded_labels[10]



    


















    
Out[15]:








17

















In [16]:



    


labels = vectorize_data(encoded_labels)



    











In [17]:



    


labels[10]



    


















    
Out[17]:








array([ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,
        0.,  0.,  0.,  0.,  1.,  0.])

















In [18]:



    


train_data.shape



    


















    
Out[18]:








(800, 7)

















In [19]:



    


train_data.head()



    


















    
Out[19]:










  
    

      
      Total
      HP
      Attack
      Defense
      Sp. Atk
      Sp. Def
      Speed
    

  
  
    

      0
      -0.976155
      -0.950032
      -0.924328
      -0.796655
      -0.238981
      -0.248033
      -0.801002
    

    

      1
      -0.250931
      -0.362595
      -0.523803
      -0.347700
      0.219422
      0.290974
      -0.284837
    

    

      2
      0.749377
      0.420654
      0.092390
      0.293665
      0.830626
      1.009651
      0.403383
    

    

      3
      1.582967
      0.420654
      0.646964
      1.576395
      1.502951
      1.728328
      0.403383
    

    

      4
      -1.051178
      -1.185007
      -0.831899
      -0.989065
      -0.391782
      -0.787041
      -0.112782
    

  




















In [20]:



    


x_train_data = train_data[:700]
train_labels = labels[:700]



    











In [21]:



    


x_test_data = train_data[700:]
test_labels = labels[700:]



    











In [22]:



    


x_test_data.shape



    


















    
Out[22]:








(100, 7)

















In [23]:



    


x_train_data.shape



    


















    
Out[23]:








(700, 7)

















In [48]:



    


x_train_data = np.array(x_train_data)
train_labels = np.array(train_labels)



    











In [49]:



    


x_test_data = np.array(x_test_data)
test_labels = np.array(test_labels)



    











In [51]:



    


from keras import models
from keras import layers



    











In [52]:



    


def build_model():
    model = models.Sequential()
    model.add(layers.Dense(64, activation = "relu", input_shape = (x_train_data.shape[1],)))
    model.add(layers.Dense(64, activation = "relu"))
    model.add(layers.Dense(19, activation = "softmax"))
    model.compile(loss = "categorical_crossentropy", optimizer = "rmsprop", metrics = ["accuracy"])
    return model



    











In [53]:



    


model = build_model()
model.summary()



    


















    






_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_17 (Dense)             (None, 64)                512       
_________________________________________________________________
dense_18 (Dense)             (None, 64)                4160      
_________________________________________________________________
dense_19 (Dense)             (None, 19)                1235      
=================================================================
Total params: 5,907
Trainable params: 5,907
Non-trainable params: 0
_________________________________________________________________

















In [81]:



    


history = model.fit(x_train_data, train_labels, epochs = 750, batch_size = 100)



    


















    






Epoch 1/750
700/700 [==============================] - 0s - loss: 0.2195 - acc: 0.9486     
Epoch 2/750
700/700 [==============================] - 0s - loss: 0.2224 - acc: 0.9486     
Epoch 3/750
700/700 [==============================] - 0s - loss: 0.2215 - acc: 0.9471     
Epoch 4/750
700/700 [==============================] - 0s - loss: 0.2267 - acc: 0.9457     
Epoch 5/750
700/700 [==============================] - 0s - loss: 0.2217 - acc: 0.9529     
Epoch 6/750
700/700 [==============================] - 0s - loss: 0.2189 - acc: 0.9443     
Epoch 7/750
700/700 [==============================] - 0s - loss: 0.2175 - acc: 0.9443     
Epoch 8/750
700/700 [==============================] - 0s - loss: 0.2183 - acc: 0.9543     
Epoch 9/750
700/700 [==============================] - 0s - loss: 0.2202 - acc: 0.9529     
Epoch 10/750
700/700 [==============================] - 0s - loss: 0.2270 - acc: 0.9443     
Epoch 11/750
700/700 [==============================] - 0s - loss: 0.2154 - acc: 0.9514     
Epoch 12/750
700/700 [==============================] - 0s - loss: 0.2213 - acc: 0.9443     
Epoch 13/750
700/700 [==============================] - 0s - loss: 0.2134 - acc: 0.9471     
Epoch 14/750
700/700 [==============================] - 0s - loss: 0.2205 - acc: 0.9443     
Epoch 15/750
700/700 [==============================] - 0s - loss: 0.2165 - acc: 0.9486     
Epoch 16/750
700/700 [==============================] - 0s - loss: 0.2170 - acc: 0.9514     
Epoch 17/750
700/700 [==============================] - 0s - loss: 0.2157 - acc: 0.9471     
Epoch 18/750
700/700 [==============================] - 0s - loss: 0.2173 - acc: 0.9414     
Epoch 19/750
700/700 [==============================] - 0s - loss: 0.2147 - acc: 0.9557     
Epoch 20/750
700/700 [==============================] - 0s - loss: 0.2182 - acc: 0.9414     
Epoch 21/750
700/700 [==============================] - 0s - loss: 0.2191 - acc: 0.9471     
Epoch 22/750
700/700 [==============================] - 0s - loss: 0.2188 - acc: 0.9457     
Epoch 23/750
700/700 [==============================] - 0s - loss: 0.2184 - acc: 0.9471     
Epoch 24/750
700/700 [==============================] - 0s - loss: 0.2120 - acc: 0.9529     
Epoch 25/750
700/700 [==============================] - 0s - loss: 0.2106 - acc: 0.9486     
Epoch 26/750
700/700 [==============================] - 0s - loss: 0.2165 - acc: 0.9500     
Epoch 27/750
700/700 [==============================] - 0s - loss: 0.2119 - acc: 0.9529     
Epoch 28/750
700/700 [==============================] - 0s - loss: 0.2117 - acc: 0.9529     
Epoch 29/750
700/700 [==============================] - 0s - loss: 0.2136 - acc: 0.9529     
Epoch 30/750
700/700 [==============================] - 0s - loss: 0.2170 - acc: 0.9457     
Epoch 31/750
700/700 [==============================] - 0s - loss: 0.2048 - acc: 0.9500     
Epoch 32/750
700/700 [==============================] - 0s - loss: 0.2161 - acc: 0.9486     
Epoch 33/750
700/700 [==============================] - 0s - loss: 0.2142 - acc: 0.9557     
Epoch 34/750
700/700 [==============================] - 0s - loss: 0.2103 - acc: 0.9500     
Epoch 35/750
700/700 [==============================] - 0s - loss: 0.2124 - acc: 0.9500     
Epoch 36/750
700/700 [==============================] - 0s - loss: 0.2102 - acc: 0.9571     
Epoch 37/750
700/700 [==============================] - 0s - loss: 0.2118 - acc: 0.9557     
Epoch 38/750
700/700 [==============================] - 0s - loss: 0.2115 - acc: 0.9529     
Epoch 39/750
700/700 [==============================] - 0s - loss: 0.2036 - acc: 0.9571     
Epoch 40/750
700/700 [==============================] - 0s - loss: 0.2080 - acc: 0.9543     
Epoch 41/750
700/700 [==============================] - 0s - loss: 0.2105 - acc: 0.9571     
Epoch 42/750
700/700 [==============================] - 0s - loss: 0.2148 - acc: 0.9457     
Epoch 43/750
700/700 [==============================] - 0s - loss: 0.2081 - acc: 0.9457     
Epoch 44/750
700/700 [==============================] - 0s - loss: 0.2044 - acc: 0.9514     
Epoch 45/750
700/700 [==============================] - 0s - loss: 0.2074 - acc: 0.9500     
Epoch 46/750
700/700 [==============================] - 0s - loss: 0.2052 - acc: 0.9514     
Epoch 47/750
700/700 [==============================] - 0s - loss: 0.2077 - acc: 0.9471     
Epoch 48/750
700/700 [==============================] - 0s - loss: 0.2139 - acc: 0.9529     
Epoch 49/750
700/700 [==============================] - 0s - loss: 0.2004 - acc: 0.9543     
Epoch 50/750
700/700 [==============================] - 0s - loss: 0.2062 - acc: 0.9500     
Epoch 51/750
700/700 [==============================] - 0s - loss: 0.2043 - acc: 0.9557     
Epoch 52/750
700/700 [==============================] - 0s - loss: 0.2112 - acc: 0.9471     
Epoch 53/750
700/700 [==============================] - 0s - loss: 0.2102 - acc: 0.9443     
Epoch 54/750
700/700 [==============================] - 0s - loss: 0.2011 - acc: 0.9586     
Epoch 55/750
700/700 [==============================] - 0s - loss: 0.2030 - acc: 0.9557     
Epoch 56/750
700/700 [==============================] - 0s - loss: 0.2018 - acc: 0.9557     
Epoch 57/750
700/700 [==============================] - 0s - loss: 0.1983 - acc: 0.9557     
Epoch 58/750
700/700 [==============================] - 0s - loss: 0.2114 - acc: 0.9543     
Epoch 59/750
700/700 [==============================] - 0s - loss: 0.1971 - acc: 0.9600     
Epoch 60/750
700/700 [==============================] - 0s - loss: 0.2039 - acc: 0.9486     
Epoch 61/750
700/700 [==============================] - 0s - loss: 0.2020 - acc: 0.9586     
Epoch 62/750
700/700 [==============================] - 0s - loss: 0.2081 - acc: 0.9414     
Epoch 63/750
700/700 [==============================] - 0s - loss: 0.2017 - acc: 0.9471     
Epoch 64/750
700/700 [==============================] - 0s - loss: 0.2047 - acc: 0.9586     
Epoch 65/750
700/700 [==============================] - 0s - loss: 0.2012 - acc: 0.9500     
Epoch 66/750
700/700 [==============================] - 0s - loss: 0.1957 - acc: 0.9514     
Epoch 67/750
700/700 [==============================] - 0s - loss: 0.2005 - acc: 0.9571     
Epoch 68/750
700/700 [==============================] - 0s - loss: 0.1981 - acc: 0.9529     
Epoch 69/750
700/700 [==============================] - 0s - loss: 0.1974 - acc: 0.9529     
Epoch 70/750
700/700 [==============================] - 0s - loss: 0.2024 - acc: 0.9571     
Epoch 71/750
700/700 [==============================] - 0s - loss: 0.2005 - acc: 0.9557     
Epoch 72/750
700/700 [==============================] - 0s - loss: 0.1974 - acc: 0.9543     
Epoch 73/750
700/700 [==============================] - 0s - loss: 0.1952 - acc: 0.9557     
Epoch 74/750
700/700 [==============================] - 0s - loss: 0.2007 - acc: 0.9529     
Epoch 75/750
700/700 [==============================] - 0s - loss: 0.1985 - acc: 0.9500     
Epoch 76/750
700/700 [==============================] - 0s - loss: 0.1940 - acc: 0.9557     
Epoch 77/750
700/700 [==============================] - 0s - loss: 0.2056 - acc: 0.9429     
Epoch 78/750
700/700 [==============================] - 0s - loss: 0.1939 - acc: 0.9514     
Epoch 79/750
700/700 [==============================] - 0s - loss: 0.1925 - acc: 0.9600     
Epoch 80/750
700/700 [==============================] - 0s - loss: 0.1938 - acc: 0.9543     
Epoch 81/750
700/700 [==============================] - 0s - loss: 0.2015 - acc: 0.9471     
Epoch 82/750
700/700 [==============================] - 0s - loss: 0.1983 - acc: 0.9514     
Epoch 83/750
700/700 [==============================] - 0s - loss: 0.1904 - acc: 0.9629     
Epoch 84/750
700/700 [==============================] - 0s - loss: 0.1955 - acc: 0.9571     
Epoch 85/750
700/700 [==============================] - 0s - loss: 0.1976 - acc: 0.9586     
Epoch 86/750
700/700 [==============================] - 0s - loss: 0.1965 - acc: 0.9514     
Epoch 87/750
700/700 [==============================] - 0s - loss: 0.1917 - acc: 0.9543     
Epoch 88/750
700/700 [==============================] - 0s - loss: 0.1893 - acc: 0.9600     
Epoch 89/750
700/700 [==============================] - 0s - loss: 0.1944 - acc: 0.9571     
Epoch 90/750
700/700 [==============================] - 0s - loss: 0.1926 - acc: 0.9586     
Epoch 91/750
700/700 [==============================] - 0s - loss: 0.1992 - acc: 0.9500     
Epoch 92/750
700/700 [==============================] - 0s - loss: 0.1938 - acc: 0.9571     
Epoch 93/750
700/700 [==============================] - 0s - loss: 0.1953 - acc: 0.9543     
Epoch 94/750
700/700 [==============================] - 0s - loss: 0.1904 - acc: 0.9514     
Epoch 95/750
700/700 [==============================] - 0s - loss: 0.1871 - acc: 0.9600     
Epoch 96/750
700/700 [==============================] - 0s - loss: 0.1956 - acc: 0.9557     
Epoch 97/750
700/700 [==============================] - 0s - loss: 0.1991 - acc: 0.9600     
Epoch 98/750
700/700 [==============================] - 0s - loss: 0.1879 - acc: 0.9600     
Epoch 99/750
700/700 [==============================] - 0s - loss: 0.1846 - acc: 0.9529     
Epoch 100/750
700/700 [==============================] - 0s - loss: 0.1895 - acc: 0.9457     
Epoch 101/750
700/700 [==============================] - 0s - loss: 0.1942 - acc: 0.9557     
Epoch 102/750
700/700 [==============================] - 0s - loss: 0.1917 - acc: 0.9586     
Epoch 103/750
700/700 [==============================] - 0s - loss: 0.1861 - acc: 0.9586     
Epoch 104/750
700/700 [==============================] - 0s - loss: 0.1880 - acc: 0.9557     
Epoch 105/750
700/700 [==============================] - 0s - loss: 0.1837 - acc: 0.9600     
Epoch 106/750
700/700 [==============================] - 0s - loss: 0.1954 - acc: 0.9557     
Epoch 107/750
700/700 [==============================] - 0s - loss: 0.1865 - acc: 0.9571     
Epoch 108/750
700/700 [==============================] - 0s - loss: 0.1899 - acc: 0.9543     
Epoch 109/750
700/700 [==============================] - 0s - loss: 0.1830 - acc: 0.9600     
Epoch 110/750
700/700 [==============================] - 0s - loss: 0.1859 - acc: 0.9586     
Epoch 111/750
700/700 [==============================] - 0s - loss: 0.1843 - acc: 0.9600     
Epoch 112/750
700/700 [==============================] - 0s - loss: 0.1833 - acc: 0.9543     
Epoch 113/750
700/700 [==============================] - 0s - loss: 0.1872 - acc: 0.9529     
Epoch 114/750
700/700 [==============================] - 0s - loss: 0.1820 - acc: 0.9600     
Epoch 115/750
700/700 [==============================] - 0s - loss: 0.1846 - acc: 0.9629     
Epoch 116/750
700/700 [==============================] - 0s - loss: 0.1871 - acc: 0.9586     
Epoch 117/750
700/700 [==============================] - 0s - loss: 0.1858 - acc: 0.9643     
Epoch 118/750
700/700 [==============================] - 0s - loss: 0.1844 - acc: 0.9529     
Epoch 119/750
700/700 [==============================] - 0s - loss: 0.1806 - acc: 0.9600     
Epoch 120/750
700/700 [==============================] - 0s - loss: 0.1842 - acc: 0.9529     
Epoch 121/750
700/700 [==============================] - 0s - loss: 0.1822 - acc: 0.9543     
Epoch 122/750
700/700 [==============================] - 0s - loss: 0.1875 - acc: 0.9514     
Epoch 123/750
700/700 [==============================] - 0s - loss: 0.1810 - acc: 0.9629     
Epoch 124/750
700/700 [==============================] - 0s - loss: 0.1816 - acc: 0.9571     
Epoch 125/750
700/700 [==============================] - 0s - loss: 0.1756 - acc: 0.9557     
Epoch 126/750
700/700 [==============================] - 0s - loss: 0.1842 - acc: 0.9614     
Epoch 127/750
700/700 [==============================] - 0s - loss: 0.1843 - acc: 0.9614     
Epoch 128/750
700/700 [==============================] - 0s - loss: 0.1851 - acc: 0.9500     
Epoch 129/750
700/700 [==============================] - 0s - loss: 0.1820 - acc: 0.9586     
Epoch 130/750
700/700 [==============================] - 0s - loss: 0.1793 - acc: 0.9600     
Epoch 131/750
700/700 [==============================] - 0s - loss: 0.1796 - acc: 0.9657     
Epoch 132/750
700/700 [==============================] - 0s - loss: 0.1853 - acc: 0.9571     
Epoch 133/750
700/700 [==============================] - 0s - loss: 0.1810 - acc: 0.9614     
Epoch 134/750
700/700 [==============================] - 0s - loss: 0.1873 - acc: 0.9543     
Epoch 135/750
700/700 [==============================] - 0s - loss: 0.1821 - acc: 0.9571     
Epoch 136/750
700/700 [==============================] - 0s - loss: 0.1809 - acc: 0.9557     
Epoch 137/750
700/700 [==============================] - 0s - loss: 0.1802 - acc: 0.9571     
Epoch 138/750
700/700 [==============================] - 0s - loss: 0.1713 - acc: 0.9686     
Epoch 139/750
700/700 [==============================] - 0s - loss: 0.1762 - acc: 0.9614     
Epoch 140/750
700/700 [==============================] - 0s - loss: 0.1849 - acc: 0.9543     
Epoch 141/750
700/700 [==============================] - 0s - loss: 0.1765 - acc: 0.9586     
Epoch 142/750
700/700 [==============================] - 0s - loss: 0.1795 - acc: 0.9614     
Epoch 143/750
700/700 [==============================] - 0s - loss: 0.1711 - acc: 0.9643     
Epoch 144/750
700/700 [==============================] - 0s - loss: 0.1782 - acc: 0.9557     
Epoch 145/750
700/700 [==============================] - 0s - loss: 0.1828 - acc: 0.9600     
Epoch 146/750
700/700 [==============================] - 0s - loss: 0.1699 - acc: 0.9600     
Epoch 147/750
700/700 [==============================] - 0s - loss: 0.1780 - acc: 0.9529     
Epoch 148/750
700/700 [==============================] - 0s - loss: 0.1765 - acc: 0.9614     
Epoch 149/750
700/700 [==============================] - 0s - loss: 0.1847 - acc: 0.9486     
Epoch 150/750
700/700 [==============================] - 0s - loss: 0.1701 - acc: 0.9600     
Epoch 151/750
700/700 [==============================] - 0s - loss: 0.1772 - acc: 0.9600     
Epoch 152/750
700/700 [==============================] - 0s - loss: 0.1779 - acc: 0.9571     
Epoch 153/750
700/700 [==============================] - 0s - loss: 0.1807 - acc: 0.9500     
Epoch 154/750
700/700 [==============================] - 0s - loss: 0.1777 - acc: 0.9614     
Epoch 155/750
700/700 [==============================] - 0s - loss: 0.1716 - acc: 0.9586     
Epoch 156/750
700/700 [==============================] - 0s - loss: 0.1762 - acc: 0.9557     
Epoch 157/750
700/700 [==============================] - 0s - loss: 0.1726 - acc: 0.9600     
Epoch 158/750
700/700 [==============================] - 0s - loss: 0.1727 - acc: 0.9571     
Epoch 159/750
700/700 [==============================] - 0s - loss: 0.1714 - acc: 0.9686     
Epoch 160/750
700/700 [==============================] - 0s - loss: 0.1710 - acc: 0.9629     
Epoch 161/750
700/700 [==============================] - 0s - loss: 0.1756 - acc: 0.9614     
Epoch 162/750
700/700 [==============================] - 0s - loss: 0.1740 - acc: 0.9643     
Epoch 163/750
700/700 [==============================] - 0s - loss: 0.1751 - acc: 0.9586     
Epoch 164/750
700/700 [==============================] - 0s - loss: 0.1723 - acc: 0.9614     
Epoch 165/750
700/700 [==============================] - 0s - loss: 0.1763 - acc: 0.9529     
Epoch 166/750
700/700 [==============================] - 0s - loss: 0.1659 - acc: 0.9600     
Epoch 167/750
700/700 [==============================] - 0s - loss: 0.1788 - acc: 0.9643     
Epoch 168/750
700/700 [==============================] - 0s - loss: 0.1664 - acc: 0.9643     
Epoch 169/750
700/700 [==============================] - 0s - loss: 0.1801 - acc: 0.9486     
Epoch 170/750
700/700 [==============================] - 0s - loss: 0.1670 - acc: 0.9643     
Epoch 171/750
700/700 [==============================] - 0s - loss: 0.1723 - acc: 0.9543     
Epoch 172/750
700/700 [==============================] - 0s - loss: 0.1729 - acc: 0.9586     
Epoch 173/750
700/700 [==============================] - 0s - loss: 0.1703 - acc: 0.9643     
Epoch 174/750
700/700 [==============================] - 0s - loss: 0.1647 - acc: 0.9600     
Epoch 175/750
700/700 [==============================] - 0s - loss: 0.1642 - acc: 0.9671     
Epoch 176/750
700/700 [==============================] - 0s - loss: 0.1823 - acc: 0.9543     
Epoch 177/750
700/700 [==============================] - 0s - loss: 0.1610 - acc: 0.9729     
Epoch 178/750
700/700 [==============================] - 0s - loss: 0.1609 - acc: 0.9671     
Epoch 179/750
700/700 [==============================] - 0s - loss: 0.1692 - acc: 0.9614     
Epoch 180/750
700/700 [==============================] - 0s - loss: 0.1677 - acc: 0.9643     
Epoch 181/750
700/700 [==============================] - 0s - loss: 0.1620 - acc: 0.9671     
Epoch 182/750
700/700 [==============================] - 0s - loss: 0.1677 - acc: 0.9600     
Epoch 183/750
700/700 [==============================] - 0s - loss: 0.1797 - acc: 0.9543     
Epoch 184/750
700/700 [==============================] - 0s - loss: 0.1615 - acc: 0.9657     
Epoch 185/750
700/700 [==============================] - 0s - loss: 0.1616 - acc: 0.9686     
Epoch 186/750
700/700 [==============================] - 0s - loss: 0.1617 - acc: 0.9614     
Epoch 187/750
700/700 [==============================] - 0s - loss: 0.1747 - acc: 0.9571     
Epoch 188/750
700/700 [==============================] - 0s - loss: 0.1660 - acc: 0.9586     
Epoch 189/750
700/700 [==============================] - 0s - loss: 0.1662 - acc: 0.9529     
Epoch 190/750
700/700 [==============================] - 0s - loss: 0.1638 - acc: 0.9614     
Epoch 191/750
700/700 [==============================] - 0s - loss: 0.1694 - acc: 0.9557     
Epoch 192/750
700/700 [==============================] - 0s - loss: 0.1627 - acc: 0.9686     
Epoch 193/750
700/700 [==============================] - 0s - loss: 0.1645 - acc: 0.9657     
Epoch 194/750
700/700 [==============================] - 0s - loss: 0.1698 - acc: 0.9500     
Epoch 195/750
700/700 [==============================] - 0s - loss: 0.1636 - acc: 0.9557     
Epoch 196/750
700/700 [==============================] - 0s - loss: 0.1625 - acc: 0.9643     
Epoch 197/750
700/700 [==============================] - 0s - loss: 0.1601 - acc: 0.9657     
Epoch 198/750
700/700 [==============================] - 0s - loss: 0.1633 - acc: 0.9614     
Epoch 199/750
700/700 [==============================] - 0s - loss: 0.1647 - acc: 0.9600     
Epoch 200/750
700/700 [==============================] - 0s - loss: 0.1612 - acc: 0.9586     
Epoch 201/750
700/700 [==============================] - 0s - loss: 0.1725 - acc: 0.9571     
Epoch 202/750
700/700 [==============================] - 0s - loss: 0.1585 - acc: 0.9643     
Epoch 203/750
700/700 [==============================] - 0s - loss: 0.1586 - acc: 0.9629     
Epoch 204/750
700/700 [==============================] - 0s - loss: 0.1670 - acc: 0.9557     
Epoch 205/750
700/700 [==============================] - 0s - loss: 0.1655 - acc: 0.9614     
Epoch 206/750
700/700 [==============================] - 0s - loss: 0.1595 - acc: 0.9629     
Epoch 207/750
700/700 [==============================] - 0s - loss: 0.1656 - acc: 0.9614     
Epoch 208/750
700/700 [==============================] - 0s - loss: 0.1624 - acc: 0.9586     
Epoch 209/750
700/700 [==============================] - 0s - loss: 0.1691 - acc: 0.9657     
Epoch 210/750
700/700 [==============================] - 0s - loss: 0.1554 - acc: 0.9700     
Epoch 211/750
700/700 [==============================] - 0s - loss: 0.1711 - acc: 0.9586     
Epoch 212/750
700/700 [==============================] - 0s - loss: 0.1515 - acc: 0.9686     
Epoch 213/750
700/700 [==============================] - 0s - loss: 0.1670 - acc: 0.9586     
Epoch 214/750
700/700 [==============================] - 0s - loss: 0.1607 - acc: 0.9643     
Epoch 215/750
700/700 [==============================] - 0s - loss: 0.1582 - acc: 0.9657     
Epoch 216/750
700/700 [==============================] - 0s - loss: 0.1566 - acc: 0.9686     
Epoch 217/750
700/700 [==============================] - 0s - loss: 0.1620 - acc: 0.9671     
Epoch 218/750
700/700 [==============================] - 0s - loss: 0.1607 - acc: 0.9600     
Epoch 219/750
700/700 [==============================] - 0s - loss: 0.1600 - acc: 0.9643     
Epoch 220/750
700/700 [==============================] - 0s - loss: 0.1623 - acc: 0.9586     
Epoch 221/750
700/700 [==============================] - 0s - loss: 0.1541 - acc: 0.9657     
Epoch 222/750
700/700 [==============================] - 0s - loss: 0.1604 - acc: 0.9614     
Epoch 223/750
700/700 [==============================] - 0s - loss: 0.1558 - acc: 0.9643     
Epoch 224/750
700/700 [==============================] - 0s - loss: 0.1565 - acc: 0.9643     
Epoch 225/750
700/700 [==============================] - 0s - loss: 0.1676 - acc: 0.9600     
Epoch 226/750
700/700 [==============================] - 0s - loss: 0.1535 - acc: 0.9643     
Epoch 227/750
700/700 [==============================] - 0s - loss: 0.1534 - acc: 0.9614     
Epoch 228/750
700/700 [==============================] - 0s - loss: 0.1557 - acc: 0.9629     
Epoch 229/750
700/700 [==============================] - 0s - loss: 0.1551 - acc: 0.9657     
Epoch 230/750
700/700 [==============================] - 0s - loss: 0.1514 - acc: 0.9643     
Epoch 231/750
700/700 [==============================] - 0s - loss: 0.1616 - acc: 0.9629     
Epoch 232/750
700/700 [==============================] - 0s - loss: 0.1550 - acc: 0.9600     
Epoch 233/750
700/700 [==============================] - 0s - loss: 0.1530 - acc: 0.9657     
Epoch 234/750
700/700 [==============================] - 0s - loss: 0.1580 - acc: 0.9571     
Epoch 235/750
700/700 [==============================] - 0s - loss: 0.1596 - acc: 0.9614     
Epoch 236/750
700/700 [==============================] - 0s - loss: 0.1501 - acc: 0.9686     
Epoch 237/750
700/700 [==============================] - 0s - loss: 0.1494 - acc: 0.9686     
Epoch 238/750
700/700 [==============================] - 0s - loss: 0.1583 - acc: 0.9586     
Epoch 239/750
700/700 [==============================] - 0s - loss: 0.1532 - acc: 0.9657     
Epoch 240/750
700/700 [==============================] - 0s - loss: 0.1616 - acc: 0.9586     
Epoch 241/750
700/700 [==============================] - 0s - loss: 0.1477 - acc: 0.9657     
Epoch 242/750
700/700 [==============================] - 0s - loss: 0.1570 - acc: 0.9671     
Epoch 243/750
700/700 [==============================] - 0s - loss: 0.1534 - acc: 0.9657     
Epoch 244/750
700/700 [==============================] - 0s - loss: 0.1513 - acc: 0.9643     
Epoch 245/750
700/700 [==============================] - 0s - loss: 0.1522 - acc: 0.9657     
Epoch 246/750
700/700 [==============================] - 0s - loss: 0.1546 - acc: 0.9614     
Epoch 247/750
700/700 [==============================] - 0s - loss: 0.1505 - acc: 0.9657     
Epoch 248/750
700/700 [==============================] - 0s - loss: 0.1602 - acc: 0.9571     
Epoch 249/750
700/700 [==============================] - 0s - loss: 0.1499 - acc: 0.9671     
Epoch 250/750
700/700 [==============================] - 0s - loss: 0.1475 - acc: 0.9657     
Epoch 251/750
700/700 [==============================] - 0s - loss: 0.1558 - acc: 0.9629     
Epoch 252/750
700/700 [==============================] - 0s - loss: 0.1496 - acc: 0.9614     
Epoch 253/750
700/700 [==============================] - 0s - loss: 0.1581 - acc: 0.9629     
Epoch 254/750
700/700 [==============================] - 0s - loss: 0.1488 - acc: 0.9686     
Epoch 255/750
700/700 [==============================] - 0s - loss: 0.1530 - acc: 0.9614     
Epoch 256/750
700/700 [==============================] - 0s - loss: 0.1480 - acc: 0.9686     
Epoch 257/750
700/700 [==============================] - 0s - loss: 0.1542 - acc: 0.9614     
Epoch 258/750
700/700 [==============================] - 0s - loss: 0.1476 - acc: 0.9686     
Epoch 259/750
700/700 [==============================] - 0s - loss: 0.1510 - acc: 0.9700     
Epoch 260/750
700/700 [==============================] - 0s - loss: 0.1500 - acc: 0.9686     
Epoch 261/750
700/700 [==============================] - 0s - loss: 0.1476 - acc: 0.9657     
Epoch 262/750
700/700 [==============================] - 0s - loss: 0.1516 - acc: 0.9600     
Epoch 263/750
700/700 [==============================] - 0s - loss: 0.1448 - acc: 0.9714     
Epoch 264/750
700/700 [==============================] - 0s - loss: 0.1528 - acc: 0.9629     
Epoch 265/750
700/700 [==============================] - 0s - loss: 0.1558 - acc: 0.9571     
Epoch 266/750
700/700 [==============================] - 0s - loss: 0.1442 - acc: 0.9700     
Epoch 267/750
700/700 [==============================] - 0s - loss: 0.1568 - acc: 0.9614     
Epoch 268/750
700/700 [==============================] - 0s - loss: 0.1439 - acc: 0.9686     
Epoch 269/750
700/700 [==============================] - 0s - loss: 0.1467 - acc: 0.9700     
Epoch 270/750
700/700 [==============================] - 0s - loss: 0.1518 - acc: 0.9571     
Epoch 271/750
700/700 [==============================] - 0s - loss: 0.1528 - acc: 0.9657     
Epoch 272/750
700/700 [==============================] - 0s - loss: 0.1444 - acc: 0.9600     
Epoch 273/750
700/700 [==============================] - 0s - loss: 0.1543 - acc: 0.9643     
Epoch 274/750
700/700 [==============================] - 0s - loss: 0.1507 - acc: 0.9586     
Epoch 275/750
700/700 [==============================] - 0s - loss: 0.1420 - acc: 0.9714     
Epoch 276/750
700/700 [==============================] - 0s - loss: 0.1483 - acc: 0.9671     
Epoch 277/750
700/700 [==============================] - 0s - loss: 0.1502 - acc: 0.9629     
Epoch 278/750
700/700 [==============================] - 0s - loss: 0.1432 - acc: 0.9729     
Epoch 279/750
700/700 [==============================] - 0s - loss: 0.1505 - acc: 0.9643     
Epoch 280/750
700/700 [==============================] - 0s - loss: 0.1539 - acc: 0.9629     
Epoch 281/750
700/700 [==============================] - 0s - loss: 0.1439 - acc: 0.9686     
Epoch 282/750
700/700 [==============================] - 0s - loss: 0.1520 - acc: 0.9643     
Epoch 283/750
700/700 [==============================] - 0s - loss: 0.1479 - acc: 0.9686     
Epoch 284/750
700/700 [==============================] - 0s - loss: 0.1516 - acc: 0.9643     
Epoch 285/750
700/700 [==============================] - 0s - loss: 0.1418 - acc: 0.9686     
Epoch 286/750
700/700 [==============================] - 0s - loss: 0.1534 - acc: 0.9657     
Epoch 287/750
700/700 [==============================] - 0s - loss: 0.1366 - acc: 0.9729     
Epoch 288/750
700/700 [==============================] - 0s - loss: 0.1445 - acc: 0.9629     
Epoch 289/750
700/700 [==============================] - 0s - loss: 0.1482 - acc: 0.9657     
Epoch 290/750
700/700 [==============================] - 0s - loss: 0.1487 - acc: 0.9586     
Epoch 291/750
700/700 [==============================] - 0s - loss: 0.1424 - acc: 0.9614     
Epoch 292/750
700/700 [==============================] - 0s - loss: 0.1490 - acc: 0.9643     
Epoch 293/750
700/700 [==============================] - 0s - loss: 0.1422 - acc: 0.9643     
Epoch 294/750
700/700 [==============================] - 0s - loss: 0.1488 - acc: 0.9643     
Epoch 295/750
700/700 [==============================] - 0s - loss: 0.1411 - acc: 0.9729     
Epoch 296/750
700/700 [==============================] - 0s - loss: 0.1493 - acc: 0.9586     
Epoch 297/750
700/700 [==============================] - 0s - loss: 0.1368 - acc: 0.9686     
Epoch 298/750
700/700 [==============================] - 0s - loss: 0.1394 - acc: 0.9700     
Epoch 299/750
700/700 [==============================] - 0s - loss: 0.1488 - acc: 0.9629     
Epoch 300/750
700/700 [==============================] - 0s - loss: 0.1338 - acc: 0.9671     
Epoch 301/750
700/700 [==============================] - 0s - loss: 0.1535 - acc: 0.9571     
Epoch 302/750
700/700 [==============================] - 0s - loss: 0.1426 - acc: 0.9757     
Epoch 303/750
700/700 [==============================] - 0s - loss: 0.1409 - acc: 0.9700     
Epoch 304/750
700/700 [==============================] - 0s - loss: 0.1410 - acc: 0.9671     
Epoch 305/750
700/700 [==============================] - 0s - loss: 0.1365 - acc: 0.9757     
Epoch 306/750
700/700 [==============================] - 0s - loss: 0.1412 - acc: 0.9671     
Epoch 307/750
700/700 [==============================] - 0s - loss: 0.1351 - acc: 0.9714     
Epoch 308/750
700/700 [==============================] - 0s - loss: 0.1389 - acc: 0.9643     
Epoch 309/750
700/700 [==============================] - 0s - loss: 0.1388 - acc: 0.9671     
Epoch 310/750
700/700 [==============================] - 0s - loss: 0.1463 - acc: 0.9643     
Epoch 311/750
700/700 [==============================] - 0s - loss: 0.1366 - acc: 0.9714     
Epoch 312/750
700/700 [==============================] - 0s - loss: 0.1405 - acc: 0.9671     
Epoch 313/750
700/700 [==============================] - 0s - loss: 0.1377 - acc: 0.9643     
Epoch 314/750
700/700 [==============================] - 0s - loss: 0.1438 - acc: 0.9629     
Epoch 315/750
700/700 [==============================] - 0s - loss: 0.1385 - acc: 0.9686     
Epoch 316/750
700/700 [==============================] - 0s - loss: 0.1362 - acc: 0.9743     
Epoch 317/750
700/700 [==============================] - 0s - loss: 0.1367 - acc: 0.9657     
Epoch 318/750
700/700 [==============================] - 0s - loss: 0.1407 - acc: 0.9643     
Epoch 319/750
700/700 [==============================] - 0s - loss: 0.1399 - acc: 0.9657     
Epoch 320/750
700/700 [==============================] - 0s - loss: 0.1432 - acc: 0.9700     
Epoch 321/750
700/700 [==============================] - 0s - loss: 0.1383 - acc: 0.9643     
Epoch 322/750
700/700 [==============================] - 0s - loss: 0.1406 - acc: 0.9700     
Epoch 323/750
700/700 [==============================] - 0s - loss: 0.1413 - acc: 0.9614     
Epoch 324/750
700/700 [==============================] - 0s - loss: 0.1359 - acc: 0.9700     
Epoch 325/750
700/700 [==============================] - 0s - loss: 0.1369 - acc: 0.9671     
Epoch 326/750
700/700 [==============================] - 0s - loss: 0.1332 - acc: 0.9686     
Epoch 327/750
700/700 [==============================] - 0s - loss: 0.1365 - acc: 0.9714     
Epoch 328/750
700/700 [==============================] - 0s - loss: 0.1359 - acc: 0.9657     
Epoch 329/750
700/700 [==============================] - 0s - loss: 0.1425 - acc: 0.9643     
Epoch 330/750
700/700 [==============================] - 0s - loss: 0.1312 - acc: 0.9743     
Epoch 331/750
700/700 [==============================] - 0s - loss: 0.1388 - acc: 0.9700     
Epoch 332/750
700/700 [==============================] - 0s - loss: 0.1373 - acc: 0.9671     
Epoch 333/750
700/700 [==============================] - 0s - loss: 0.1316 - acc: 0.9700     
Epoch 334/750
700/700 [==============================] - 0s - loss: 0.1320 - acc: 0.9686     
Epoch 335/750
700/700 [==============================] - 0s - loss: 0.1455 - acc: 0.9671     
Epoch 336/750
700/700 [==============================] - 0s - loss: 0.1322 - acc: 0.9714     
Epoch 337/750
700/700 [==============================] - 0s - loss: 0.1350 - acc: 0.9700     
Epoch 338/750
700/700 [==============================] - 0s - loss: 0.1404 - acc: 0.9657     
Epoch 339/750
700/700 [==============================] - 0s - loss: 0.1374 - acc: 0.9671     
Epoch 340/750
700/700 [==============================] - 0s - loss: 0.1381 - acc: 0.9671     
Epoch 341/750
700/700 [==============================] - 0s - loss: 0.1328 - acc: 0.9714     
Epoch 342/750
700/700 [==============================] - 0s - loss: 0.1307 - acc: 0.9714     
Epoch 343/750
700/700 [==============================] - 0s - loss: 0.1263 - acc: 0.9743     
Epoch 344/750
700/700 [==============================] - 0s - loss: 0.1345 - acc: 0.9671     
Epoch 345/750
700/700 [==============================] - 0s - loss: 0.1495 - acc: 0.9600     
Epoch 346/750
700/700 [==============================] - 0s - loss: 0.1365 - acc: 0.9686     
Epoch 347/750
700/700 [==============================] - 0s - loss: 0.1335 - acc: 0.9686     
Epoch 348/750
700/700 [==============================] - 0s - loss: 0.1315 - acc: 0.9714     
Epoch 349/750
700/700 [==============================] - 0s - loss: 0.1331 - acc: 0.9686     
Epoch 350/750
700/700 [==============================] - 0s - loss: 0.1353 - acc: 0.9686     
Epoch 351/750
700/700 [==============================] - 0s - loss: 0.1292 - acc: 0.9643     
Epoch 352/750
700/700 [==============================] - 0s - loss: 0.1290 - acc: 0.9729     
Epoch 353/750
700/700 [==============================] - 0s - loss: 0.1335 - acc: 0.9614     
Epoch 354/750
700/700 [==============================] - 0s - loss: 0.1302 - acc: 0.9700     
Epoch 355/750
700/700 [==============================] - 0s - loss: 0.1369 - acc: 0.9643     
Epoch 356/750
700/700 [==============================] - 0s - loss: 0.1327 - acc: 0.9729     
Epoch 357/750
700/700 [==============================] - 0s - loss: 0.1323 - acc: 0.9686     
Epoch 358/750
700/700 [==============================] - 0s - loss: 0.1299 - acc: 0.9786     
Epoch 359/750
700/700 [==============================] - 0s - loss: 0.1307 - acc: 0.9671     
Epoch 360/750
700/700 [==============================] - 0s - loss: 0.1280 - acc: 0.9686     
Epoch 361/750
700/700 [==============================] - 0s - loss: 0.1327 - acc: 0.9686     
Epoch 362/750
700/700 [==============================] - 0s - loss: 0.1291 - acc: 0.9714     
Epoch 363/750
700/700 [==============================] - 0s - loss: 0.1303 - acc: 0.9743     
Epoch 364/750
700/700 [==============================] - 0s - loss: 0.1317 - acc: 0.9686     
Epoch 365/750
700/700 [==============================] - 0s - loss: 0.1355 - acc: 0.9700     
Epoch 366/750
700/700 [==============================] - 0s - loss: 0.1324 - acc: 0.9657     
Epoch 367/750
700/700 [==============================] - 0s - loss: 0.1291 - acc: 0.9643     
Epoch 368/750
700/700 [==============================] - 0s - loss: 0.1356 - acc: 0.9686     
Epoch 369/750
700/700 [==============================] - 0s - loss: 0.1253 - acc: 0.9729     
Epoch 370/750
700/700 [==============================] - 0s - loss: 0.1259 - acc: 0.9757     
Epoch 371/750
700/700 [==============================] - 0s - loss: 0.1286 - acc: 0.9729     
Epoch 372/750
700/700 [==============================] - 0s - loss: 0.1298 - acc: 0.9686     
Epoch 373/750
700/700 [==============================] - 0s - loss: 0.1408 - acc: 0.9643     
Epoch 374/750
700/700 [==============================] - 0s - loss: 0.1216 - acc: 0.9700     
Epoch 375/750
700/700 [==============================] - 0s - loss: 0.1300 - acc: 0.9714     
Epoch 376/750
700/700 [==============================] - 0s - loss: 0.1362 - acc: 0.9629     
Epoch 377/750
700/700 [==============================] - 0s - loss: 0.1282 - acc: 0.9671     
Epoch 378/750
700/700 [==============================] - 0s - loss: 0.1323 - acc: 0.9714     
Epoch 379/750
700/700 [==============================] - 0s - loss: 0.1284 - acc: 0.9686     
Epoch 380/750
700/700 [==============================] - 0s - loss: 0.1234 - acc: 0.9714     
Epoch 381/750
700/700 [==============================] - 0s - loss: 0.1294 - acc: 0.9686     
Epoch 382/750
700/700 [==============================] - 0s - loss: 0.1283 - acc: 0.9700     
Epoch 383/750
700/700 [==============================] - 0s - loss: 0.1380 - acc: 0.9657     
Epoch 384/750
700/700 [==============================] - 0s - loss: 0.1287 - acc: 0.9700     
Epoch 385/750
700/700 [==============================] - 0s - loss: 0.1268 - acc: 0.9657     
Epoch 386/750
700/700 [==============================] - 0s - loss: 0.1278 - acc: 0.9714     
Epoch 387/750
700/700 [==============================] - 0s - loss: 0.1333 - acc: 0.9629     
Epoch 388/750
700/700 [==============================] - 0s - loss: 0.1282 - acc: 0.9686     
Epoch 389/750
700/700 [==============================] - 0s - loss: 0.1271 - acc: 0.9714     
Epoch 390/750
700/700 [==============================] - 0s - loss: 0.1231 - acc: 0.9714     
Epoch 391/750
700/700 [==============================] - 0s - loss: 0.1167 - acc: 0.9757     
Epoch 392/750
700/700 [==============================] - 0s - loss: 0.1249 - acc: 0.9686     
Epoch 393/750
700/700 [==============================] - 0s - loss: 0.1262 - acc: 0.9686     
Epoch 394/750
700/700 [==============================] - 0s - loss: 0.1302 - acc: 0.9657     
Epoch 395/750
700/700 [==============================] - 0s - loss: 0.1233 - acc: 0.9700     
Epoch 396/750
700/700 [==============================] - 0s - loss: 0.1320 - acc: 0.9657     
Epoch 397/750
700/700 [==============================] - 0s - loss: 0.1205 - acc: 0.9729     
Epoch 398/750
700/700 [==============================] - 0s - loss: 0.1218 - acc: 0.9729     
Epoch 399/750
700/700 [==============================] - 0s - loss: 0.1281 - acc: 0.9743     
Epoch 400/750
700/700 [==============================] - 0s - loss: 0.1212 - acc: 0.9743     
Epoch 401/750
700/700 [==============================] - 0s - loss: 0.1298 - acc: 0.9686     
Epoch 402/750
700/700 [==============================] - 0s - loss: 0.1202 - acc: 0.9729     
Epoch 403/750
700/700 [==============================] - 0s - loss: 0.1225 - acc: 0.9686     
Epoch 404/750
700/700 [==============================] - 0s - loss: 0.1271 - acc: 0.9657     
Epoch 405/750
700/700 [==============================] - 0s - loss: 0.1279 - acc: 0.9671     
Epoch 406/750
700/700 [==============================] - 0s - loss: 0.1183 - acc: 0.9743     
Epoch 407/750
700/700 [==============================] - 0s - loss: 0.1237 - acc: 0.9714     
Epoch 408/750
700/700 [==============================] - 0s - loss: 0.1315 - acc: 0.9700     
Epoch 409/750
700/700 [==============================] - 0s - loss: 0.1191 - acc: 0.9714     
Epoch 410/750
700/700 [==============================] - 0s - loss: 0.1282 - acc: 0.9686     
Epoch 411/750
700/700 [==============================] - 0s - loss: 0.1257 - acc: 0.9671     
Epoch 412/750
700/700 [==============================] - 0s - loss: 0.1230 - acc: 0.9600     
Epoch 413/750
700/700 [==============================] - 0s - loss: 0.1229 - acc: 0.9771     
Epoch 414/750
700/700 [==============================] - 0s - loss: 0.1225 - acc: 0.9700     
Epoch 415/750
700/700 [==============================] - 0s - loss: 0.1357 - acc: 0.9586     
Epoch 416/750
700/700 [==============================] - 0s - loss: 0.1232 - acc: 0.9757     
Epoch 417/750
700/700 [==============================] - 0s - loss: 0.1176 - acc: 0.9771     
Epoch 418/750
700/700 [==============================] - 0s - loss: 0.1217 - acc: 0.9714     
Epoch 419/750
700/700 [==============================] - 0s - loss: 0.1263 - acc: 0.9743     
Epoch 420/750
700/700 [==============================] - 0s - loss: 0.1220 - acc: 0.9686     
Epoch 421/750
700/700 [==============================] - 0s - loss: 0.1257 - acc: 0.9671     
Epoch 422/750
700/700 [==============================] - 0s - loss: 0.1201 - acc: 0.9714     
Epoch 423/750
700/700 [==============================] - 0s - loss: 0.1256 - acc: 0.9729     
Epoch 424/750
700/700 [==============================] - 0s - loss: 0.1241 - acc: 0.9671     
Epoch 425/750
700/700 [==============================] - 0s - loss: 0.1225 - acc: 0.9729     
Epoch 426/750
700/700 [==============================] - 0s - loss: 0.1210 - acc: 0.9743     
Epoch 427/750
700/700 [==============================] - 0s - loss: 0.1171 - acc: 0.9671     
Epoch 428/750
700/700 [==============================] - ETA: 0s - loss: 0.0683 - acc: 0.9900 - 0s - loss: 0.1254 - acc: 0.9743     
Epoch 429/750
700/700 [==============================] - 0s - loss: 0.1198 - acc: 0.9714     
Epoch 430/750
700/700 [==============================] - 0s - loss: 0.1176 - acc: 0.9700     
Epoch 431/750
700/700 [==============================] - 0s - loss: 0.1170 - acc: 0.9686     
Epoch 432/750
700/700 [==============================] - 0s - loss: 0.1174 - acc: 0.9729     
Epoch 433/750
700/700 [==============================] - 0s - loss: 0.1239 - acc: 0.9714     
Epoch 434/750
700/700 [==============================] - 0s - loss: 0.1304 - acc: 0.9700     
Epoch 435/750
700/700 [==============================] - 0s - loss: 0.1233 - acc: 0.9686     
Epoch 436/750
700/700 [==============================] - 0s - loss: 0.1203 - acc: 0.9729     
Epoch 437/750
700/700 [==============================] - 0s - loss: 0.1108 - acc: 0.9771     
Epoch 438/750
700/700 [==============================] - 0s - loss: 0.1195 - acc: 0.9743     
Epoch 439/750
700/700 [==============================] - 0s - loss: 0.1287 - acc: 0.9714     
Epoch 440/750
700/700 [==============================] - 0s - loss: 0.1281 - acc: 0.9729     
Epoch 441/750
700/700 [==============================] - 0s - loss: 0.1162 - acc: 0.9757     
Epoch 442/750
700/700 [==============================] - 0s - loss: 0.1192 - acc: 0.9714     
Epoch 443/750
700/700 [==============================] - 0s - loss: 0.1112 - acc: 0.9786     
Epoch 444/750
700/700 [==============================] - 0s - loss: 0.1235 - acc: 0.9686     
Epoch 445/750
700/700 [==============================] - 0s - loss: 0.1229 - acc: 0.9714     
Epoch 446/750
700/700 [==============================] - 0s - loss: 0.1153 - acc: 0.9700     
Epoch 447/750
700/700 [==============================] - 0s - loss: 0.1093 - acc: 0.9757     
Epoch 448/750
700/700 [==============================] - 0s - loss: 0.1224 - acc: 0.9714     
Epoch 449/750
700/700 [==============================] - 0s - loss: 0.1250 - acc: 0.9714     
Epoch 450/750
700/700 [==============================] - 0s - loss: 0.1172 - acc: 0.9700     
Epoch 451/750
700/700 [==============================] - 0s - loss: 0.1154 - acc: 0.9729     
Epoch 452/750
700/700 [==============================] - 0s - loss: 0.1171 - acc: 0.9757     
Epoch 453/750
700/700 [==============================] - 0s - loss: 0.1089 - acc: 0.9786     
Epoch 454/750
700/700 [==============================] - 0s - loss: 0.1230 - acc: 0.9714     
Epoch 455/750
700/700 [==============================] - 0s - loss: 0.1238 - acc: 0.9729     
Epoch 456/750
700/700 [==============================] - 0s - loss: 0.1183 - acc: 0.9714     
Epoch 457/750
700/700 [==============================] - 0s - loss: 0.1136 - acc: 0.9714     
Epoch 458/750
700/700 [==============================] - 0s - loss: 0.1131 - acc: 0.9757     
Epoch 459/750
700/700 [==============================] - 0s - loss: 0.1249 - acc: 0.9671     
Epoch 460/750
700/700 [==============================] - 0s - loss: 0.1180 - acc: 0.9771     
Epoch 461/750
700/700 [==============================] - 0s - loss: 0.1140 - acc: 0.9729     
Epoch 462/750
700/700 [==============================] - 0s - loss: 0.1165 - acc: 0.9757     
Epoch 463/750
700/700 [==============================] - 0s - loss: 0.1210 - acc: 0.9643     
Epoch 464/750
700/700 [==============================] - 0s - loss: 0.1139 - acc: 0.9743     
Epoch 465/750
700/700 [==============================] - 0s - loss: 0.1190 - acc: 0.9714     
Epoch 466/750
700/700 [==============================] - 0s - loss: 0.1110 - acc: 0.9714     
Epoch 467/750
700/700 [==============================] - 0s - loss: 0.1153 - acc: 0.9686     
Epoch 468/750
700/700 [==============================] - 0s - loss: 0.1136 - acc: 0.9757     
Epoch 469/750
700/700 [==============================] - 0s - loss: 0.1160 - acc: 0.9714     
Epoch 470/750
700/700 [==============================] - 0s - loss: 0.1224 - acc: 0.9657     
Epoch 471/750
700/700 [==============================] - 0s - loss: 0.1136 - acc: 0.9686     
Epoch 472/750
700/700 [==============================] - 0s - loss: 0.1218 - acc: 0.9700     
Epoch 473/750
700/700 [==============================] - 0s - loss: 0.1130 - acc: 0.9700     
Epoch 474/750
700/700 [==============================] - 0s - loss: 0.1130 - acc: 0.9757     
Epoch 475/750
700/700 [==============================] - 0s - loss: 0.1141 - acc: 0.9757     
Epoch 476/750
700/700 [==============================] - 0s - loss: 0.1284 - acc: 0.9657     
Epoch 477/750
700/700 [==============================] - 0s - loss: 0.1128 - acc: 0.9757     
Epoch 478/750
700/700 [==============================] - 0s - loss: 0.1137 - acc: 0.9729     
Epoch 479/750
700/700 [==============================] - 0s - loss: 0.1099 - acc: 0.9743     
Epoch 480/750
700/700 [==============================] - 0s - loss: 0.1186 - acc: 0.9686     
Epoch 481/750
700/700 [==============================] - 0s - loss: 0.1146 - acc: 0.9729     
Epoch 482/750
700/700 [==============================] - 0s - loss: 0.1181 - acc: 0.9714     
Epoch 483/750
700/700 [==============================] - 0s - loss: 0.1088 - acc: 0.9700     
Epoch 484/750
700/700 [==============================] - 0s - loss: 0.1057 - acc: 0.9757     
Epoch 485/750
700/700 [==============================] - 0s - loss: 0.1126 - acc: 0.9729     
Epoch 486/750
700/700 [==============================] - 0s - loss: 0.1109 - acc: 0.9771     
Epoch 487/750
700/700 [==============================] - 0s - loss: 0.1213 - acc: 0.9714     
Epoch 488/750
700/700 [==============================] - 0s - loss: 0.1192 - acc: 0.9700     
Epoch 489/750
700/700 [==============================] - 0s - loss: 0.1092 - acc: 0.9771     
Epoch 490/750
700/700 [==============================] - 0s - loss: 0.1110 - acc: 0.9757     
Epoch 491/750
700/700 [==============================] - 0s - loss: 0.1078 - acc: 0.9786     
Epoch 492/750
700/700 [==============================] - 0s - loss: 0.1250 - acc: 0.9714     
Epoch 493/750
700/700 [==============================] - ETA: 0s - loss: 0.1141 - acc: 0.9700 - 0s - loss: 0.1080 - acc: 0.9743     
Epoch 494/750
700/700 [==============================] - 0s - loss: 0.1115 - acc: 0.9714     
Epoch 495/750
700/700 [==============================] - 0s - loss: 0.1097 - acc: 0.9771     
Epoch 496/750
700/700 [==============================] - 0s - loss: 0.1094 - acc: 0.9743     
Epoch 497/750
700/700 [==============================] - 0s - loss: 0.1093 - acc: 0.9729     
Epoch 498/750
700/700 [==============================] - 0s - loss: 0.1054 - acc: 0.9786     
Epoch 499/750
700/700 [==============================] - 0s - loss: 0.1128 - acc: 0.9714     
Epoch 500/750
700/700 [==============================] - 0s - loss: 0.1133 - acc: 0.9729     
Epoch 501/750
700/700 [==============================] - 0s - loss: 0.1097 - acc: 0.9729     
Epoch 502/750
700/700 [==============================] - 0s - loss: 0.1154 - acc: 0.9629     
Epoch 503/750
700/700 [==============================] - 0s - loss: 0.1116 - acc: 0.9686     
Epoch 504/750
700/700 [==============================] - 0s - loss: 0.1078 - acc: 0.9729     
Epoch 505/750
700/700 [==============================] - 0s - loss: 0.1128 - acc: 0.9729     
Epoch 506/750
700/700 [==============================] - 0s - loss: 0.1185 - acc: 0.9714     
Epoch 507/750
700/700 [==============================] - 0s - loss: 0.1093 - acc: 0.9743     
Epoch 508/750
700/700 [==============================] - 0s - loss: 0.1159 - acc: 0.9700     
Epoch 509/750
700/700 [==============================] - 0s - loss: 0.1110 - acc: 0.9729     
Epoch 510/750
700/700 [==============================] - 0s - loss: 0.1054 - acc: 0.9714     
Epoch 511/750
700/700 [==============================] - 0s - loss: 0.1103 - acc: 0.9743     
Epoch 512/750
700/700 [==============================] - 0s - loss: 0.1134 - acc: 0.9714     
Epoch 513/750
700/700 [==============================] - 0s - loss: 0.1091 - acc: 0.9714     
Epoch 514/750
700/700 [==============================] - 0s - loss: 0.1127 - acc: 0.9700     
Epoch 515/750
700/700 [==============================] - 0s - loss: 0.1114 - acc: 0.9714     
Epoch 516/750
700/700 [==============================] - 0s - loss: 0.1027 - acc: 0.9800     
Epoch 517/750
700/700 [==============================] - 0s - loss: 0.1154 - acc: 0.9686     
Epoch 518/750
700/700 [==============================] - 0s - loss: 0.1049 - acc: 0.9757     
Epoch 519/750
700/700 [==============================] - 0s - loss: 0.1102 - acc: 0.9700     
Epoch 520/750
700/700 [==============================] - 0s - loss: 0.1110 - acc: 0.9743     
Epoch 521/750
700/700 [==============================] - 0s - loss: 0.1126 - acc: 0.9729     
Epoch 522/750
700/700 [==============================] - 0s - loss: 0.1104 - acc: 0.9657     
Epoch 523/750
700/700 [==============================] - 0s - loss: 0.1118 - acc: 0.9714     
Epoch 524/750
700/700 [==============================] - 0s - loss: 0.1073 - acc: 0.9729     
Epoch 525/750
700/700 [==============================] - 0s - loss: 0.1048 - acc: 0.9771     
Epoch 526/750
700/700 [==============================] - 0s - loss: 0.1029 - acc: 0.9729     
Epoch 527/750
700/700 [==============================] - 0s - loss: 0.1119 - acc: 0.9714     
Epoch 528/750
700/700 [==============================] - 0s - loss: 0.1045 - acc: 0.9743     
Epoch 529/750
700/700 [==============================] - 0s - loss: 0.1036 - acc: 0.9771     
Epoch 530/750
700/700 [==============================] - 0s - loss: 0.1135 - acc: 0.9729     
Epoch 531/750
700/700 [==============================] - 0s - loss: 0.1113 - acc: 0.9729     
Epoch 532/750
700/700 [==============================] - 0s - loss: 0.1056 - acc: 0.9729     
Epoch 533/750
700/700 [==============================] - 0s - loss: 0.1092 - acc: 0.9743     
Epoch 534/750
700/700 [==============================] - 0s - loss: 0.1030 - acc: 0.9757     
Epoch 535/750
700/700 [==============================] - 0s - loss: 0.1068 - acc: 0.9757     
Epoch 536/750
700/700 [==============================] - 0s - loss: 0.1124 - acc: 0.9686     
Epoch 537/750
700/700 [==============================] - 0s - loss: 0.1008 - acc: 0.9743     
Epoch 538/750
700/700 [==============================] - 0s - loss: 0.1069 - acc: 0.9743     
Epoch 539/750
700/700 [==============================] - 0s - loss: 0.1152 - acc: 0.9729     
Epoch 540/750
700/700 [==============================] - 0s - loss: 0.0972 - acc: 0.9786     
Epoch 541/750
700/700 [==============================] - 0s - loss: 0.1110 - acc: 0.9700     
Epoch 542/750
700/700 [==============================] - 0s - loss: 0.1089 - acc: 0.9729     
Epoch 543/750
700/700 [==============================] - 0s - loss: 0.1020 - acc: 0.9771     
Epoch 544/750
700/700 [==============================] - 0s - loss: 0.1141 - acc: 0.9657     
Epoch 545/750
700/700 [==============================] - 0s - loss: 0.1057 - acc: 0.9714     
Epoch 546/750
700/700 [==============================] - 0s - loss: 0.1039 - acc: 0.9771     
Epoch 547/750
700/700 [==============================] - 0s - loss: 0.0972 - acc: 0.9786     
Epoch 548/750
700/700 [==============================] - 0s - loss: 0.1105 - acc: 0.9671     
Epoch 549/750
700/700 [==============================] - 0s - loss: 0.1065 - acc: 0.9686     
Epoch 550/750
700/700 [==============================] - 0s - loss: 0.1010 - acc: 0.9729     
Epoch 551/750
700/700 [==============================] - 0s - loss: 0.1039 - acc: 0.9714     
Epoch 552/750
700/700 [==============================] - 0s - loss: 0.1053 - acc: 0.9714     
Epoch 553/750
700/700 [==============================] - 0s - loss: 0.0999 - acc: 0.9786     
Epoch 554/750
700/700 [==============================] - 0s - loss: 0.1011 - acc: 0.9786     
Epoch 555/750
700/700 [==============================] - 0s - loss: 0.1127 - acc: 0.9686     
Epoch 556/750
700/700 [==============================] - 0s - loss: 0.0992 - acc: 0.9786     
Epoch 557/750
700/700 [==============================] - 0s - loss: 0.1106 - acc: 0.9671     
Epoch 558/750
700/700 [==============================] - 0s - loss: 0.1039 - acc: 0.9729     
Epoch 559/750
700/700 [==============================] - 0s - loss: 0.1090 - acc: 0.9714     
Epoch 560/750
700/700 [==============================] - 0s - loss: 0.1033 - acc: 0.9757     
Epoch 561/750
700/700 [==============================] - 0s - loss: 0.1049 - acc: 0.9700     
Epoch 562/750
700/700 [==============================] - 0s - loss: 0.0983 - acc: 0.9771     
Epoch 563/750
700/700 [==============================] - 0s - loss: 0.1038 - acc: 0.9729     
Epoch 564/750
700/700 [==============================] - 0s - loss: 0.1003 - acc: 0.9757     
Epoch 565/750
700/700 [==============================] - 0s - loss: 0.1101 - acc: 0.9686     
Epoch 566/750
700/700 [==============================] - 0s - loss: 0.1047 - acc: 0.9743     
Epoch 567/750
700/700 [==============================] - 0s - loss: 0.0991 - acc: 0.9729     
Epoch 568/750
700/700 [==============================] - 0s - loss: 0.1080 - acc: 0.9729     
Epoch 569/750
700/700 [==============================] - 0s - loss: 0.1005 - acc: 0.9771     
Epoch 570/750
700/700 [==============================] - 0s - loss: 0.0994 - acc: 0.9829     
Epoch 571/750
700/700 [==============================] - 0s - loss: 0.1004 - acc: 0.9757     
Epoch 572/750
700/700 [==============================] - 0s - loss: 0.1041 - acc: 0.9714     
Epoch 573/750
700/700 [==============================] - 0s - loss: 0.0957 - acc: 0.9757     
Epoch 574/750
700/700 [==============================] - 0s - loss: 0.1129 - acc: 0.9700     
Epoch 575/750
700/700 [==============================] - 0s - loss: 0.0926 - acc: 0.9771     
Epoch 576/750
700/700 [==============================] - 0s - loss: 0.0990 - acc: 0.9757     
Epoch 577/750
700/700 [==============================] - 0s - loss: 0.1041 - acc: 0.9714     
Epoch 578/750
700/700 [==============================] - 0s - loss: 0.1015 - acc: 0.9743     
Epoch 579/750
700/700 [==============================] - 0s - loss: 0.1019 - acc: 0.9729     
Epoch 580/750
700/700 [==============================] - 0s - loss: 0.1035 - acc: 0.9686     
Epoch 581/750
700/700 [==============================] - 0s - loss: 0.1056 - acc: 0.9729     
Epoch 582/750
700/700 [==============================] - 0s - loss: 0.1019 - acc: 0.9743     
Epoch 583/750
700/700 [==============================] - 0s - loss: 0.0937 - acc: 0.9786     
Epoch 584/750
700/700 [==============================] - 0s - loss: 0.1092 - acc: 0.9700     
Epoch 585/750
700/700 [==============================] - 0s - loss: 0.0999 - acc: 0.9729     
Epoch 586/750
700/700 [==============================] - 0s - loss: 0.0935 - acc: 0.9814     
Epoch 587/750
700/700 [==============================] - 0s - loss: 0.1138 - acc: 0.9671     
Epoch 588/750
700/700 [==============================] - 0s - loss: 0.1004 - acc: 0.9729     
Epoch 589/750
700/700 [==============================] - 0s - loss: 0.1024 - acc: 0.9714     
Epoch 590/750
700/700 [==============================] - 0s - loss: 0.1001 - acc: 0.9729     
Epoch 591/750
700/700 [==============================] - 0s - loss: 0.1032 - acc: 0.9743     
Epoch 592/750
700/700 [==============================] - 0s - loss: 0.0938 - acc: 0.9800     
Epoch 593/750
700/700 [==============================] - 0s - loss: 0.0937 - acc: 0.9786     
Epoch 594/750
700/700 [==============================] - 0s - loss: 0.1057 - acc: 0.9700     
Epoch 595/750
700/700 [==============================] - 0s - loss: 0.0968 - acc: 0.9743     
Epoch 596/750
700/700 [==============================] - 0s - loss: 0.1015 - acc: 0.9743     
Epoch 597/750
700/700 [==============================] - 0s - loss: 0.1028 - acc: 0.9729     
Epoch 598/750
700/700 [==============================] - 0s - loss: 0.1012 - acc: 0.9671     
Epoch 599/750
700/700 [==============================] - ETA: 0s - loss: 0.0564 - acc: 0.9900 - 0s - loss: 0.1001 - acc: 0.9771     
Epoch 600/750
700/700 [==============================] - 0s - loss: 0.0961 - acc: 0.9757     
Epoch 601/750
700/700 [==============================] - 0s - loss: 0.1056 - acc: 0.9729     
Epoch 602/750
700/700 [==============================] - 0s - loss: 0.1013 - acc: 0.9729     
Epoch 603/750
700/700 [==============================] - 0s - loss: 0.0935 - acc: 0.9786     
Epoch 604/750
700/700 [==============================] - 0s - loss: 0.0896 - acc: 0.9757     
Epoch 605/750
700/700 [==============================] - 0s - loss: 0.1009 - acc: 0.9814     
Epoch 606/750
700/700 [==============================] - 0s - loss: 0.0967 - acc: 0.9729     
Epoch 607/750
700/700 [==============================] - 0s - loss: 0.1012 - acc: 0.9743     
Epoch 608/750
700/700 [==============================] - 0s - loss: 0.0986 - acc: 0.9729     
Epoch 609/750
700/700 [==============================] - 0s - loss: 0.1023 - acc: 0.9729     
Epoch 610/750
700/700 [==============================] - 0s - loss: 0.0952 - acc: 0.9714     
Epoch 611/750
700/700 [==============================] - 0s - loss: 0.0938 - acc: 0.9729     
Epoch 612/750
700/700 [==============================] - 0s - loss: 0.1010 - acc: 0.9714     
Epoch 613/750
700/700 [==============================] - 0s - loss: 0.0995 - acc: 0.9743     
Epoch 614/750
700/700 [==============================] - 0s - loss: 0.1043 - acc: 0.9743     
Epoch 615/750
700/700 [==============================] - 0s - loss: 0.1027 - acc: 0.9700     
Epoch 616/750
700/700 [==============================] - 0s - loss: 0.0971 - acc: 0.9729     
Epoch 617/750
700/700 [==============================] - 0s - loss: 0.0968 - acc: 0.9786     
Epoch 618/750
700/700 [==============================] - 0s - loss: 0.0962 - acc: 0.9743     
Epoch 619/750
700/700 [==============================] - 0s - loss: 0.0997 - acc: 0.9771     
Epoch 620/750
700/700 [==============================] - 0s - loss: 0.0956 - acc: 0.9743     
Epoch 621/750
700/700 [==============================] - 0s - loss: 0.1012 - acc: 0.9743     
Epoch 622/750
700/700 [==============================] - 0s - loss: 0.1023 - acc: 0.9743     
Epoch 623/750
700/700 [==============================] - 0s - loss: 0.1004 - acc: 0.9714     
Epoch 624/750
700/700 [==============================] - 0s - loss: 0.0943 - acc: 0.9771     
Epoch 625/750
700/700 [==============================] - 0s - loss: 0.1011 - acc: 0.9714     
Epoch 626/750
700/700 [==============================] - 0s - loss: 0.0966 - acc: 0.9729     
Epoch 627/750
700/700 [==============================] - 0s - loss: 0.0944 - acc: 0.9714     
Epoch 628/750
700/700 [==============================] - 0s - loss: 0.0930 - acc: 0.9786     
Epoch 629/750
700/700 [==============================] - ETA: 0s - loss: 0.0902 - acc: 0.9800 - 0s - loss: 0.0980 - acc: 0.9771     
Epoch 630/750
700/700 [==============================] - 0s - loss: 0.1041 - acc: 0.9729     
Epoch 631/750
700/700 [==============================] - 0s - loss: 0.0983 - acc: 0.9771     
Epoch 632/750
700/700 [==============================] - 0s - loss: 0.0945 - acc: 0.9743     
Epoch 633/750
700/700 [==============================] - 0s - loss: 0.0947 - acc: 0.9771     
Epoch 634/750
700/700 [==============================] - 0s - loss: 0.0966 - acc: 0.9743     
Epoch 635/750
700/700 [==============================] - 0s - loss: 0.0986 - acc: 0.9757     
Epoch 636/750
700/700 [==============================] - 0s - loss: 0.0987 - acc: 0.9786     
Epoch 637/750
700/700 [==============================] - 0s - loss: 0.0969 - acc: 0.9757     
Epoch 638/750
700/700 [==============================] - 0s - loss: 0.1004 - acc: 0.9743     
Epoch 639/750
700/700 [==============================] - 0s - loss: 0.0906 - acc: 0.9757     
Epoch 640/750
700/700 [==============================] - 0s - loss: 0.0930 - acc: 0.9771     
Epoch 641/750
700/700 [==============================] - 0s - loss: 0.0993 - acc: 0.9700     
Epoch 642/750
700/700 [==============================] - 0s - loss: 0.0952 - acc: 0.9686     
Epoch 643/750
700/700 [==============================] - 0s - loss: 0.0953 - acc: 0.9771     
Epoch 644/750
700/700 [==============================] - 0s - loss: 0.0950 - acc: 0.9743     
Epoch 645/750
700/700 [==============================] - 0s - loss: 0.0932 - acc: 0.9729     
Epoch 646/750
700/700 [==============================] - 0s - loss: 0.0906 - acc: 0.9757     
Epoch 647/750
700/700 [==============================] - 0s - loss: 0.0974 - acc: 0.9743     
Epoch 648/750
700/700 [==============================] - 0s - loss: 0.0979 - acc: 0.9757     
Epoch 649/750
700/700 [==============================] - ETA: 0s - loss: 0.0894 - acc: 0.9700 - 0s - loss: 0.0919 - acc: 0.9771     
Epoch 650/750
700/700 [==============================] - 0s - loss: 0.0955 - acc: 0.9729     
Epoch 651/750
700/700 [==============================] - 0s - loss: 0.0916 - acc: 0.9771     
Epoch 652/750
700/700 [==============================] - 0s - loss: 0.1022 - acc: 0.9686     
Epoch 653/750
700/700 [==============================] - 0s - loss: 0.0922 - acc: 0.9771     
Epoch 654/750
700/700 [==============================] - 0s - loss: 0.0977 - acc: 0.9757     
Epoch 655/750
700/700 [==============================] - 0s - loss: 0.0949 - acc: 0.9786     
Epoch 656/750
700/700 [==============================] - 0s - loss: 0.0895 - acc: 0.9800     
Epoch 657/750
700/700 [==============================] - 0s - loss: 0.0975 - acc: 0.9714     
Epoch 658/750
700/700 [==============================] - 0s - loss: 0.0999 - acc: 0.9757     
Epoch 659/750
700/700 [==============================] - 0s - loss: 0.0956 - acc: 0.9743     
Epoch 660/750
700/700 [==============================] - 0s - loss: 0.0936 - acc: 0.9771     
Epoch 661/750
700/700 [==============================] - 0s - loss: 0.0937 - acc: 0.9786     
Epoch 662/750
700/700 [==============================] - 0s - loss: 0.0949 - acc: 0.9729     
Epoch 663/750
700/700 [==============================] - 0s - loss: 0.0965 - acc: 0.9743     
Epoch 664/750
700/700 [==============================] - 0s - loss: 0.0902 - acc: 0.9729     
Epoch 665/750
700/700 [==============================] - 0s - loss: 0.0961 - acc: 0.9729     
Epoch 666/750
700/700 [==============================] - 0s - loss: 0.0909 - acc: 0.9771     
Epoch 667/750
700/700 [==============================] - 0s - loss: 0.0898 - acc: 0.9771     
Epoch 668/750
700/700 [==============================] - 0s - loss: 0.0981 - acc: 0.9729     
Epoch 669/750
700/700 [==============================] - 0s - loss: 0.0923 - acc: 0.9771     
Epoch 670/750
700/700 [==============================] - 0s - loss: 0.0871 - acc: 0.9786     
Epoch 671/750
700/700 [==============================] - 0s - loss: 0.1010 - acc: 0.9743     
Epoch 672/750
700/700 [==============================] - 0s - loss: 0.0926 - acc: 0.9786     
Epoch 673/750
700/700 [==============================] - 0s - loss: 0.0910 - acc: 0.9743     
Epoch 674/750
700/700 [==============================] - 0s - loss: 0.0926 - acc: 0.9786     
Epoch 675/750
700/700 [==============================] - 0s - loss: 0.0978 - acc: 0.9729     
Epoch 676/750
700/700 [==============================] - 0s - loss: 0.0947 - acc: 0.9729     
Epoch 677/750
700/700 [==============================] - 0s - loss: 0.0867 - acc: 0.9743     
Epoch 678/750
700/700 [==============================] - 0s - loss: 0.0985 - acc: 0.9714     
Epoch 679/750
700/700 [==============================] - 0s - loss: 0.0874 - acc: 0.9814     
Epoch 680/750
700/700 [==============================] - 0s - loss: 0.0874 - acc: 0.9771     
Epoch 681/750
700/700 [==============================] - 0s - loss: 0.0933 - acc: 0.9714     
Epoch 682/750
700/700 [==============================] - 0s - loss: 0.0887 - acc: 0.9729     
Epoch 683/750
700/700 [==============================] - 0s - loss: 0.0946 - acc: 0.9757     
Epoch 684/750
700/700 [==============================] - 0s - loss: 0.0881 - acc: 0.9771     
Epoch 685/750
700/700 [==============================] - 0s - loss: 0.0874 - acc: 0.9829     
Epoch 686/750
700/700 [==============================] - 0s - loss: 0.0872 - acc: 0.9786     
Epoch 687/750
700/700 [==============================] - 0s - loss: 0.0985 - acc: 0.9729     
Epoch 688/750
700/700 [==============================] - 0s - loss: 0.0904 - acc: 0.9786     
Epoch 689/750
700/700 [==============================] - 0s - loss: 0.0927 - acc: 0.9743     
Epoch 690/750
700/700 [==============================] - 0s - loss: 0.0879 - acc: 0.9800     
Epoch 691/750
700/700 [==============================] - 0s - loss: 0.0894 - acc: 0.9757     
Epoch 692/750
700/700 [==============================] - 0s - loss: 0.0819 - acc: 0.9843     
Epoch 693/750
700/700 [==============================] - 0s - loss: 0.0859 - acc: 0.9771     
Epoch 694/750
700/700 [==============================] - 0s - loss: 0.1009 - acc: 0.9686     
Epoch 695/750
700/700 [==============================] - 0s - loss: 0.0838 - acc: 0.9786     
Epoch 696/750
700/700 [==============================] - 0s - loss: 0.0870 - acc: 0.9771     
Epoch 697/750
700/700 [==============================] - 0s - loss: 0.0914 - acc: 0.9729     
Epoch 698/750
700/700 [==============================] - 0s - loss: 0.0891 - acc: 0.9814     
Epoch 699/750
700/700 [==============================] - 0s - loss: 0.0894 - acc: 0.9757     
Epoch 700/750
700/700 [==============================] - 0s - loss: 0.0905 - acc: 0.9771     
Epoch 701/750
700/700 [==============================] - 0s - loss: 0.0877 - acc: 0.9757     
Epoch 702/750
700/700 [==============================] - 0s - loss: 0.0832 - acc: 0.9786     
Epoch 703/750
700/700 [==============================] - 0s - loss: 0.1010 - acc: 0.9729     
Epoch 704/750
700/700 [==============================] - 0s - loss: 0.0861 - acc: 0.9786     
Epoch 705/750
700/700 [==============================] - 0s - loss: 0.0996 - acc: 0.9686     
Epoch 706/750
700/700 [==============================] - 0s - loss: 0.0895 - acc: 0.9757     
Epoch 707/750
700/700 [==============================] - 0s - loss: 0.0851 - acc: 0.9771     
Epoch 708/750
700/700 [==============================] - 0s - loss: 0.0917 - acc: 0.9743     
Epoch 709/750
700/700 [==============================] - 0s - loss: 0.0937 - acc: 0.9771     
Epoch 710/750
700/700 [==============================] - 0s - loss: 0.0891 - acc: 0.9743     
Epoch 711/750
700/700 [==============================] - 0s - loss: 0.0858 - acc: 0.9771     
Epoch 712/750
700/700 [==============================] - 0s - loss: 0.0907 - acc: 0.9786     
Epoch 713/750
700/700 [==============================] - 0s - loss: 0.0909 - acc: 0.9757     
Epoch 714/750
700/700 [==============================] - 0s - loss: 0.0933 - acc: 0.9714     
Epoch 715/750
700/700 [==============================] - 0s - loss: 0.0889 - acc: 0.9743     
Epoch 716/750
700/700 [==============================] - 0s - loss: 0.0905 - acc: 0.9743     
Epoch 717/750
700/700 [==============================] - 0s - loss: 0.0987 - acc: 0.9714     
Epoch 718/750
700/700 [==============================] - 0s - loss: 0.0821 - acc: 0.9757     
Epoch 719/750
700/700 [==============================] - 0s - loss: 0.0890 - acc: 0.9814     
Epoch 720/750
700/700 [==============================] - 0s - loss: 0.0880 - acc: 0.9771     
Epoch 721/750
700/700 [==============================] - 0s - loss: 0.0888 - acc: 0.9800     
Epoch 722/750
700/700 [==============================] - 0s - loss: 0.0928 - acc: 0.9743     
Epoch 723/750
700/700 [==============================] - 0s - loss: 0.0924 - acc: 0.9700     
Epoch 724/750
700/700 [==============================] - 0s - loss: 0.0880 - acc: 0.9757     
Epoch 725/750
700/700 [==============================] - 0s - loss: 0.0937 - acc: 0.9700     
Epoch 726/750
700/700 [==============================] - 0s - loss: 0.0843 - acc: 0.9771     
Epoch 727/750
700/700 [==============================] - 0s - loss: 0.0852 - acc: 0.9757     
Epoch 728/750
700/700 [==============================] - 0s - loss: 0.0962 - acc: 0.9743     
Epoch 729/750
700/700 [==============================] - 0s - loss: 0.0861 - acc: 0.9729     
Epoch 730/750
700/700 [==============================] - 0s - loss: 0.0890 - acc: 0.9786     
Epoch 731/750
700/700 [==============================] - 0s - loss: 0.0907 - acc: 0.9743     
Epoch 732/750
700/700 [==============================] - 0s - loss: 0.0860 - acc: 0.9829     
Epoch 733/750
700/700 [==============================] - 0s - loss: 0.0926 - acc: 0.9714     
Epoch 734/750
700/700 [==============================] - 0s - loss: 0.0912 - acc: 0.9714     
Epoch 735/750
700/700 [==============================] - 0s - loss: 0.0857 - acc: 0.9786     
Epoch 736/750
700/700 [==============================] - 0s - loss: 0.0864 - acc: 0.9800     
Epoch 737/750
700/700 [==============================] - 0s - loss: 0.0935 - acc: 0.9771     
Epoch 738/750
700/700 [==============================] - 0s - loss: 0.0991 - acc: 0.9743     
Epoch 739/750
700/700 [==============================] - 0s - loss: 0.0807 - acc: 0.9771     
Epoch 740/750
700/700 [==============================] - 0s - loss: 0.0892 - acc: 0.9786     
Epoch 741/750
700/700 [==============================] - 0s - loss: 0.0876 - acc: 0.9729     
Epoch 742/750
700/700 [==============================] - 0s - loss: 0.0911 - acc: 0.9771     
Epoch 743/750
700/700 [==============================] - 0s - loss: 0.0854 - acc: 0.9729     
Epoch 744/750
700/700 [==============================] - 0s - loss: 0.0820 - acc: 0.9771     
Epoch 745/750
700/700 [==============================] - 0s - loss: 0.0854 - acc: 0.9757     
Epoch 746/750
700/700 [==============================] - 0s - loss: 0.0827 - acc: 0.9814     
Epoch 747/750
700/700 [==============================] - 0s - loss: 0.0909 - acc: 0.9714     
Epoch 748/750
700/700 [==============================] - 0s - loss: 0.0854 - acc: 0.9743     
Epoch 749/750
700/700 [==============================] - 0s - loss: 0.0857 - acc: 0.9786     
Epoch 750/750
700/700 [==============================] - 0s - loss: 0.0847 - acc: 0.9771     

















In [82]:



    


history = history.history



    











In [83]:



    


history.keys



    


















    
Out[83]:








<function dict.keys>

















In [84]:



    


history.keys()



    


















    
Out[84]:








dict_keys(['loss', 'acc'])

















In [85]:



    


epochs = range(1, 751)



    











In [86]:



    


import matplotlib.pyplot as plt



    











In [89]:



    


train_loss = history["loss"]

plt.plot(epochs, train_loss, 'b')
plt.xlabel("Epochs")
plt.ylabel("Loss")
plt.title("Training loss")
plt.legend()



    


















    






/usr/local/lib/python3.5/dist-packages/matplotlib/axes/_axes.py:545: UserWarning: No labelled objects found. Use label='...' kwarg on individual plots.
  warnings.warn("No labelled objects found. "

















In [90]:



    


plt.show()



    


















    
























In [91]:



    


evaluation_results = model.evaluate(x_test_data, test_labels)



    


















    






 32/100 [========>.....................] - ETA: 0s
















In [92]:



    


evaluation_results



    


















    
Out[92]:








[10.768644618988038, 0.16]

















In [93]:



    


type(evaluation_results)



    


















    
Out[93]:








list

















In [98]:



    


train_acc = history["acc"]

plt.plot(epochs, train_acc, 'g')
plt.xlabel("Epochs")
plt.ylabel("Accuracy")
plt.title("Training accuracy")
plt.legend()



    


















    






/usr/local/lib/python3.5/dist-packages/matplotlib/axes/_axes.py:545: UserWarning: No labelled objects found. Use label='...' kwarg on individual plots.
  warnings.warn("No labelled objects found. "

















In [99]:



    


plt.show()

Content source: raul-jr3/dope-learning

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