text:
import pandas as pd
import numpy as np
dataset = pd.read_csv('/content/cancer.csv')
x = dataset.drop(columns=['diagnosis(1=m, 0=b)'])
y = dataset['diagnosis(1=m, 0=b)']
from sklearn.model_selection import train_test_split

x_train, x_test, y_train, y_test = train_test_split(x,y,test_size=0.2)
import tensorflow as tf
model = tf.keras.models.Sequential()
model.add(tf.keras.layers.Dense(256, input_shape=x_train.shape, activation='sigmoid'))
model.add(tf.keras.layers.Dense(256, activation='sigmoid'))
model.add(tf.keras.layers.Dense(1, activation='sigmoid'))
model.add(tf.keras.layers.Dense(256, input_shape=x_train.shape, activation='sigmoid'))
model.add(tf.keras.layers.Dense(256, activation='sigmoid'))
model.add(tf.keras.layers.Dense(1, activation='sigmoid'))
model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])

model.fit(x_train, y_train, epochs=1000)

Epoch 1/1000
WARNING:tensorflow:Model was constructed with shape (None, 455, 30) for input KerasTensor(type_spec=TensorSpec(shape=(None, 455, 30), dtype=tf.float32, name='dense_input'), name='dense_input', description="created by layer 'dense_input'"), but it was called on an input with incompatible shape (None, 30).
WARNING:tensorflow:Model was constructed with shape (None, 455, 30) for input KerasTensor(type_spec=TensorSpec(shape=(None, 455, 30), dtype=tf.float32, name='dense_input'), name='dense_input', description="created by layer 'dense_input'"), but it was called on an input with incompatible shape (None, 30).
15/15 [==============================] - 1s 3ms/step - loss: 0.6281 - accuracy: 0.6264
Epoch 2/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.4358 - accuracy: 0.8791
Epoch 3/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.3110 - accuracy: 0.9011
Epoch 4/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2560 - accuracy: 0.9121
Epoch 5/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2387 - accuracy: 0.9143
Epoch 6/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2462 - accuracy: 0.9187
Epoch 7/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2712 - accuracy: 0.8945
Epoch 8/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2210 - accuracy: 0.9187
Epoch 9/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2474 - accuracy: 0.8879
Epoch 10/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2184 - accuracy: 0.9033
Epoch 11/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2144 - accuracy: 0.9143
Epoch 12/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2303 - accuracy: 0.9099
Epoch 13/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2095 - accuracy: 0.9187
Epoch 14/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2148 - accuracy: 0.9165
Epoch 15/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2062 - accuracy: 0.9121
Epoch 16/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1946 - accuracy: 0.9165
Epoch 17/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1920 - accuracy: 0.9253
Epoch 18/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2033 - accuracy: 0.9143
Epoch 19/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1959 - accuracy: 0.9231
Epoch 20/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1888 - accuracy: 0.9209
Epoch 21/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2422 - accuracy: 0.8989
Epoch 22/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2738 - accuracy: 0.9033
Epoch 23/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2062 - accuracy: 0.9121
Epoch 24/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1946 - accuracy: 0.9297
Epoch 25/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1960 - accuracy: 0.9165
Epoch 26/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2157 - accuracy: 0.9275
Epoch 27/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2253 - accuracy: 0.9209
Epoch 28/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1843 - accuracy: 0.9275
Epoch 29/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1947 - accuracy: 0.9253
Epoch 30/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1892 - accuracy: 0.9297
Epoch 31/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1864 - accuracy: 0.9275
Epoch 32/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1853 - accuracy: 0.9297
Epoch 33/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1996 - accuracy: 0.9165
Epoch 34/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2258 - accuracy: 0.8989
Epoch 35/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2347 - accuracy: 0.9099
Epoch 36/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2015 - accuracy: 0.9187
Epoch 37/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1793 - accuracy: 0.9297
Epoch 38/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1922 - accuracy: 0.9143
Epoch 39/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1805 - accuracy: 0.9341
Epoch 40/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1948 - accuracy: 0.9253
Epoch 41/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2010 - accuracy: 0.9209
Epoch 42/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1844 - accuracy: 0.9209
Epoch 43/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1791 - accuracy: 0.9319
Epoch 44/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2372 - accuracy: 0.9099
Epoch 45/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1895 - accuracy: 0.9253
Epoch 46/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2026 - accuracy: 0.9165
Epoch 47/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1943 - accuracy: 0.9231
Epoch 48/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1803 - accuracy: 0.9231
Epoch 49/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1852 - accuracy: 0.9253
Epoch 50/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1883 - accuracy: 0.9187
Epoch 51/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1865 - accuracy: 0.9165
Epoch 52/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1843 - accuracy: 0.9275
Epoch 53/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1880 - accuracy: 0.9121
Epoch 54/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1915 - accuracy: 0.9187
Epoch 55/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1680 - accuracy: 0.9363
Epoch 56/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2265 - accuracy: 0.9209
Epoch 57/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1867 - accuracy: 0.9231
Epoch 58/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1753 - accuracy: 0.9385
Epoch 59/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1817 - accuracy: 0.9297
Epoch 60/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1777 - accuracy: 0.9319
Epoch 61/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1683 - accuracy: 0.9363
Epoch 62/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1766 - accuracy: 0.9253
Epoch 63/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1655 - accuracy: 0.9341
Epoch 64/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1811 - accuracy: 0.9231
Epoch 65/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1939 - accuracy: 0.9209
Epoch 66/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1736 - accuracy: 0.9253
Epoch 67/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1814 - accuracy: 0.9187
Epoch 68/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1725 - accuracy: 0.9253
Epoch 69/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1987 - accuracy: 0.9209
Epoch 70/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2010 - accuracy: 0.9099
Epoch 71/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1863 - accuracy: 0.9253
Epoch 72/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1763 - accuracy: 0.9341
Epoch 73/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2045 - accuracy: 0.9209
Epoch 74/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2032 - accuracy: 0.9077
Epoch 75/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1793 - accuracy: 0.9341
Epoch 76/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1728 - accuracy: 0.9319
Epoch 77/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1626 - accuracy: 0.9385
Epoch 78/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1862 - accuracy: 0.9209
Epoch 79/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2309 - accuracy: 0.9033
Epoch 80/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1794 - accuracy: 0.9253
Epoch 81/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1761 - accuracy: 0.9253
Epoch 82/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1602 - accuracy: 0.9341
Epoch 83/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1603 - accuracy: 0.9385
Epoch 84/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1871 - accuracy: 0.9319
Epoch 85/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1778 - accuracy: 0.9407
Epoch 86/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1542 - accuracy: 0.9451
Epoch 87/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1642 - accuracy: 0.9231
Epoch 88/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1771 - accuracy: 0.9319
Epoch 89/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1642 - accuracy: 0.9385
Epoch 90/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1670 - accuracy: 0.9363
Epoch 91/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1582 - accuracy: 0.9319
Epoch 92/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1663 - accuracy: 0.9297
Epoch 93/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1534 - accuracy: 0.9297
Epoch 94/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1725 - accuracy: 0.9385
Epoch 95/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1933 - accuracy: 0.9187
Epoch 96/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1638 - accuracy: 0.9341
Epoch 97/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1729 - accuracy: 0.9341
Epoch 98/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1756 - accuracy: 0.9341
Epoch 99/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1644 - accuracy: 0.9209
Epoch 100/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1820 - accuracy: 0.9297
Epoch 101/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1507 - accuracy: 0.9429
Epoch 102/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1480 - accuracy: 0.9407
Epoch 103/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1545 - accuracy: 0.9363
Epoch 104/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1881 - accuracy: 0.9275
Epoch 105/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1645 - accuracy: 0.9341
Epoch 106/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1739 - accuracy: 0.9341
Epoch 107/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1633 - accuracy: 0.9275
Epoch 108/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1456 - accuracy: 0.9363
Epoch 109/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1866 - accuracy: 0.9231
Epoch 110/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1470 - accuracy: 0.9363
Epoch 111/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1533 - accuracy: 0.9341
Epoch 112/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1496 - accuracy: 0.9363
Epoch 113/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1426 - accuracy: 0.9341
Epoch 114/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1471 - accuracy: 0.9319
Epoch 115/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1594 - accuracy: 0.9297
Epoch 116/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1524 - accuracy: 0.9319
Epoch 117/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1843 - accuracy: 0.9099
Epoch 118/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1680 - accuracy: 0.9363
Epoch 119/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1331 - accuracy: 0.9429
Epoch 120/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1586 - accuracy: 0.9341
Epoch 121/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1616 - accuracy: 0.9407
Epoch 122/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1896 - accuracy: 0.9187
Epoch 123/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2156 - accuracy: 0.8989
Epoch 124/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1715 - accuracy: 0.9319
Epoch 125/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1493 - accuracy: 0.9451
Epoch 126/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1699 - accuracy: 0.9297
Epoch 127/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1453 - accuracy: 0.9429
Epoch 128/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1813 - accuracy: 0.9275
Epoch 129/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1417 - accuracy: 0.9538
Epoch 130/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1402 - accuracy: 0.9473
Epoch 131/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1389 - accuracy: 0.9341
Epoch 132/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1416 - accuracy: 0.9319
Epoch 133/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1428 - accuracy: 0.9429
Epoch 134/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1692 - accuracy: 0.9253
Epoch 135/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.2030 - accuracy: 0.9209
Epoch 136/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1532 - accuracy: 0.9407
Epoch 137/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1643 - accuracy: 0.9341
Epoch 138/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1614 - accuracy: 0.9275
Epoch 139/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1806 - accuracy: 0.9363
Epoch 140/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1692 - accuracy: 0.9297
Epoch 141/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1381 - accuracy: 0.9407
Epoch 142/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1355 - accuracy: 0.9407
Epoch 143/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1385 - accuracy: 0.9495
Epoch 144/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1353 - accuracy: 0.9385
Epoch 145/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1453 - accuracy: 0.9451
Epoch 146/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1434 - accuracy: 0.9341
Epoch 147/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1320 - accuracy: 0.9495
Epoch 148/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1458 - accuracy: 0.9385
Epoch 149/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1548 - accuracy: 0.9407
Epoch 150/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1553 - accuracy: 0.9341
Epoch 151/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1573 - accuracy: 0.9363
Epoch 152/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1441 - accuracy: 0.9516
Epoch 153/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1384 - accuracy: 0.9341
Epoch 154/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1265 - accuracy: 0.9560
Epoch 155/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1505 - accuracy: 0.9341
Epoch 156/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1469 - accuracy: 0.9363
Epoch 157/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1424 - accuracy: 0.9451
Epoch 158/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1841 - accuracy: 0.9275
Epoch 159/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1469 - accuracy: 0.9363
Epoch 160/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1429 - accuracy: 0.9473
Epoch 161/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1540 - accuracy: 0.9363
Epoch 162/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1495 - accuracy: 0.9319
Epoch 163/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1371 - accuracy: 0.9341
Epoch 164/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1586 - accuracy: 0.9319
Epoch 165/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1611 - accuracy: 0.9319
Epoch 166/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1500 - accuracy: 0.9407
Epoch 167/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1292 - accuracy: 0.9495
Epoch 168/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1379 - accuracy: 0.9363
Epoch 169/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1281 - accuracy: 0.9495
Epoch 170/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1879 - accuracy: 0.9341
Epoch 171/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1685 - accuracy: 0.9341
Epoch 172/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1392 - accuracy: 0.9473
Epoch 173/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1408 - accuracy: 0.9407
Epoch 174/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1611 - accuracy: 0.9385
Epoch 175/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1304 - accuracy: 0.9538
Epoch 176/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2556 - accuracy: 0.8923
Epoch 177/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2082 - accuracy: 0.9143
Epoch 178/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1764 - accuracy: 0.9209
Epoch 179/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1221 - accuracy: 0.9429
Epoch 180/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1842 - accuracy: 0.9275
Epoch 181/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1426 - accuracy: 0.9451
Epoch 182/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1376 - accuracy: 0.9385
Epoch 183/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.2024 - accuracy: 0.9011
Epoch 184/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1413 - accuracy: 0.9407
Epoch 185/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1423 - accuracy: 0.9451
Epoch 186/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1244 - accuracy: 0.9473
Epoch 187/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1165 - accuracy: 0.9429
Epoch 188/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1219 - accuracy: 0.9473
Epoch 189/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1212 - accuracy: 0.9516
Epoch 190/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1333 - accuracy: 0.9385
Epoch 191/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1637 - accuracy: 0.9385
Epoch 192/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1789 - accuracy: 0.9143
Epoch 193/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1343 - accuracy: 0.9319
Epoch 194/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1201 - accuracy: 0.9495
Epoch 195/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1189 - accuracy: 0.9429
Epoch 196/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1256 - accuracy: 0.9495
Epoch 197/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1253 - accuracy: 0.9560
Epoch 198/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1375 - accuracy: 0.9363
Epoch 199/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1434 - accuracy: 0.9341
Epoch 200/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2042 - accuracy: 0.9121
Epoch 201/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2004 - accuracy: 0.9209
Epoch 202/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1524 - accuracy: 0.9341
Epoch 203/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1387 - accuracy: 0.9407
Epoch 204/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1410 - accuracy: 0.9297
Epoch 205/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1824 - accuracy: 0.9077
Epoch 206/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2435 - accuracy: 0.8989
Epoch 207/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1456 - accuracy: 0.9385
Epoch 208/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1335 - accuracy: 0.9429
Epoch 209/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1566 - accuracy: 0.9341
Epoch 210/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1804 - accuracy: 0.9385
Epoch 211/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1372 - accuracy: 0.9429
Epoch 212/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1807 - accuracy: 0.9231
Epoch 213/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1557 - accuracy: 0.9363
Epoch 214/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1411 - accuracy: 0.9429
Epoch 215/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1265 - accuracy: 0.9451
Epoch 216/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1468 - accuracy: 0.9407
Epoch 217/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1332 - accuracy: 0.9385
Epoch 218/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1142 - accuracy: 0.9473
Epoch 219/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1236 - accuracy: 0.9407
Epoch 220/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1220 - accuracy: 0.9538
Epoch 221/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1186 - accuracy: 0.9495
Epoch 222/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1374 - accuracy: 0.9495
Epoch 223/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1416 - accuracy: 0.9341
Epoch 224/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1252 - accuracy: 0.9473
Epoch 225/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1189 - accuracy: 0.9516
Epoch 226/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1396 - accuracy: 0.9451
Epoch 227/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1209 - accuracy: 0.9560
Epoch 228/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1298 - accuracy: 0.9516
Epoch 229/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1091 - accuracy: 0.9495
Epoch 230/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1131 - accuracy: 0.9516
Epoch 231/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1061 - accuracy: 0.9560
Epoch 232/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1162 - accuracy: 0.9516
Epoch 233/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1114 - accuracy: 0.9516
Epoch 234/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1582 - accuracy: 0.9297
Epoch 235/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1548 - accuracy: 0.9363
Epoch 236/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1274 - accuracy: 0.9582
Epoch 237/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1092 - accuracy: 0.9604
Epoch 238/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1203 - accuracy: 0.9538
Epoch 239/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1138 - accuracy: 0.9582
Epoch 240/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1154 - accuracy: 0.9495
Epoch 241/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1306 - accuracy: 0.9495
Epoch 242/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1265 - accuracy: 0.9495
Epoch 243/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1069 - accuracy: 0.9582
Epoch 244/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1238 - accuracy: 0.9451
Epoch 245/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1313 - accuracy: 0.9538
Epoch 246/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1251 - accuracy: 0.9385
Epoch 247/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1297 - accuracy: 0.9473
Epoch 248/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1740 - accuracy: 0.9297
Epoch 249/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0980 - accuracy: 0.9560
Epoch 250/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1125 - accuracy: 0.9495
Epoch 251/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1294 - accuracy: 0.9516
Epoch 252/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1878 - accuracy: 0.9231
Epoch 253/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1561 - accuracy: 0.9516
Epoch 254/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1408 - accuracy: 0.9363
Epoch 255/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1467 - accuracy: 0.9473
Epoch 256/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1326 - accuracy: 0.9538
Epoch 257/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1265 - accuracy: 0.9451
Epoch 258/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1286 - accuracy: 0.9429
Epoch 259/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1148 - accuracy: 0.9495
Epoch 260/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1091 - accuracy: 0.9582
Epoch 261/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1612 - accuracy: 0.9341
Epoch 262/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1472 - accuracy: 0.9341
Epoch 263/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1522 - accuracy: 0.9451
Epoch 264/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1287 - accuracy: 0.9538
Epoch 265/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1364 - accuracy: 0.9495
Epoch 266/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1123 - accuracy: 0.9604
Epoch 267/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1237 - accuracy: 0.9473
Epoch 268/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1293 - accuracy: 0.9451
Epoch 269/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1257 - accuracy: 0.9582
Epoch 270/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1387 - accuracy: 0.9451
Epoch 271/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1329 - accuracy: 0.9407
Epoch 272/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1031 - accuracy: 0.9451
Epoch 273/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1025 - accuracy: 0.9451
Epoch 274/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1297 - accuracy: 0.9429
Epoch 275/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2103 - accuracy: 0.9363
Epoch 276/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1595 - accuracy: 0.9341
Epoch 277/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1209 - accuracy: 0.9473
Epoch 278/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1266 - accuracy: 0.9473
Epoch 279/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1242 - accuracy: 0.9516
Epoch 280/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1174 - accuracy: 0.9516
Epoch 281/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2263 - accuracy: 0.9077
Epoch 282/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1428 - accuracy: 0.9319
Epoch 283/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1876 - accuracy: 0.9231
Epoch 284/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2545 - accuracy: 0.9121
Epoch 285/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1159 - accuracy: 0.9560
Epoch 286/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1169 - accuracy: 0.9538
Epoch 287/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1035 - accuracy: 0.9604
Epoch 288/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1244 - accuracy: 0.9429
Epoch 289/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1405 - accuracy: 0.9495
Epoch 290/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1281 - accuracy: 0.9429
Epoch 291/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1239 - accuracy: 0.9538
Epoch 292/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1181 - accuracy: 0.9473
Epoch 293/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1052 - accuracy: 0.9604
Epoch 294/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0897 - accuracy: 0.9692
Epoch 295/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1099 - accuracy: 0.9582
Epoch 296/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1115 - accuracy: 0.9538
Epoch 297/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1025 - accuracy: 0.9626
Epoch 298/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1148 - accuracy: 0.9516
Epoch 299/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1026 - accuracy: 0.9560
Epoch 300/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1138 - accuracy: 0.9495
Epoch 301/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1316 - accuracy: 0.9407
Epoch 302/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1397 - accuracy: 0.9451
Epoch 303/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1152 - accuracy: 0.9538
Epoch 304/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1057 - accuracy: 0.9582
Epoch 305/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1016 - accuracy: 0.9582
Epoch 306/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0956 - accuracy: 0.9538
Epoch 307/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1114 - accuracy: 0.9582
Epoch 308/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0888 - accuracy: 0.9648
Epoch 309/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0986 - accuracy: 0.9538
Epoch 310/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0810 - accuracy: 0.9648
Epoch 311/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0987 - accuracy: 0.9495
Epoch 312/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1644 - accuracy: 0.9407
Epoch 313/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0944 - accuracy: 0.9604
Epoch 314/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0870 - accuracy: 0.9692
Epoch 315/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0893 - accuracy: 0.9670
Epoch 316/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0919 - accuracy: 0.9648
Epoch 317/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0950 - accuracy: 0.9582
Epoch 318/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1022 - accuracy: 0.9604
Epoch 319/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0895 - accuracy: 0.9582
Epoch 320/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0858 - accuracy: 0.9648
Epoch 321/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0858 - accuracy: 0.9604
Epoch 322/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1128 - accuracy: 0.9538
Epoch 323/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0888 - accuracy: 0.9582
Epoch 324/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0842 - accuracy: 0.9648
Epoch 325/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1250 - accuracy: 0.9473
Epoch 326/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0984 - accuracy: 0.9604
Epoch 327/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1086 - accuracy: 0.9516
Epoch 328/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0899 - accuracy: 0.9648
Epoch 329/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1072 - accuracy: 0.9560
Epoch 330/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1247 - accuracy: 0.9495
Epoch 331/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1944 - accuracy: 0.9253
Epoch 332/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1676 - accuracy: 0.9341
Epoch 333/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1025 - accuracy: 0.9495
Epoch 334/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1497 - accuracy: 0.9363
Epoch 335/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1287 - accuracy: 0.9516
Epoch 336/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1190 - accuracy: 0.9582
Epoch 337/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0838 - accuracy: 0.9648
Epoch 338/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0909 - accuracy: 0.9648
Epoch 339/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1028 - accuracy: 0.9560
Epoch 340/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0941 - accuracy: 0.9604
Epoch 341/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0916 - accuracy: 0.9648
Epoch 342/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0904 - accuracy: 0.9626
Epoch 343/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0862 - accuracy: 0.9626
Epoch 344/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1092 - accuracy: 0.9560
Epoch 345/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1812 - accuracy: 0.9363
Epoch 346/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0857 - accuracy: 0.9648
Epoch 347/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1117 - accuracy: 0.9538
Epoch 348/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0961 - accuracy: 0.9692
Epoch 349/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0907 - accuracy: 0.9626
Epoch 350/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0947 - accuracy: 0.9582
Epoch 351/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0872 - accuracy: 0.9604
Epoch 352/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0890 - accuracy: 0.9670
Epoch 353/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1350 - accuracy: 0.9473
Epoch 354/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1771 - accuracy: 0.9231
Epoch 355/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1135 - accuracy: 0.9407
Epoch 356/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1246 - accuracy: 0.9495
Epoch 357/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1002 - accuracy: 0.9648
Epoch 358/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1238 - accuracy: 0.9495
Epoch 359/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1162 - accuracy: 0.9538
Epoch 360/1000
15/15 [==============================] - 0s 2ms/step - loss: 0.1003 - accuracy: 0.9516
Epoch 361/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0818 - accuracy: 0.9582
Epoch 362/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0926 - accuracy: 0.9538
Epoch 363/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0967 - accuracy: 0.9560
Epoch 364/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1177 - accuracy: 0.9495
Epoch 365/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0759 - accuracy: 0.9692
Epoch 366/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0772 - accuracy: 0.9648
Epoch 367/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0772 - accuracy: 0.9692
Epoch 368/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0700 - accuracy: 0.9670
Epoch 369/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0823 - accuracy: 0.9692
Epoch 370/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0880 - accuracy: 0.9670
Epoch 371/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1465 - accuracy: 0.9363
Epoch 372/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0918 - accuracy: 0.9626
Epoch 373/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1558 - accuracy: 0.9363
Epoch 374/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0789 - accuracy: 0.9736
Epoch 375/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0844 - accuracy: 0.9692
Epoch 376/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0963 - accuracy: 0.9582
Epoch 377/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0923 - accuracy: 0.9670
Epoch 378/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0857 - accuracy: 0.9604
Epoch 379/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0981 - accuracy: 0.9582
Epoch 380/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1262 - accuracy: 0.9473
Epoch 381/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0806 - accuracy: 0.9604
Epoch 382/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0827 - accuracy: 0.9670
Epoch 383/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0880 - accuracy: 0.9648
Epoch 384/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0985 - accuracy: 0.9714
Epoch 385/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1433 - accuracy: 0.9473
Epoch 386/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1353 - accuracy: 0.9451
Epoch 387/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0908 - accuracy: 0.9648
Epoch 388/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0903 - accuracy: 0.9648
Epoch 389/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0984 - accuracy: 0.9582
Epoch 390/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1317 - accuracy: 0.9495
Epoch 391/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1079 - accuracy: 0.9692
Epoch 392/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1210 - accuracy: 0.9495
Epoch 393/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0958 - accuracy: 0.9538
Epoch 394/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0927 - accuracy: 0.9670
Epoch 395/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1259 - accuracy: 0.9473
Epoch 396/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1373 - accuracy: 0.9473
Epoch 397/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1051 - accuracy: 0.9626
Epoch 398/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0866 - accuracy: 0.9692
Epoch 399/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0759 - accuracy: 0.9626
Epoch 400/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0875 - accuracy: 0.9692
Epoch 401/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1141 - accuracy: 0.9495
Epoch 402/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0841 - accuracy: 0.9670
Epoch 403/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1183 - accuracy: 0.9495
Epoch 404/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0985 - accuracy: 0.9560
Epoch 405/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0750 - accuracy: 0.9736
Epoch 406/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0735 - accuracy: 0.9670
Epoch 407/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0752 - accuracy: 0.9648
Epoch 408/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0923 - accuracy: 0.9604
Epoch 409/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0667 - accuracy: 0.9714
Epoch 410/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0877 - accuracy: 0.9692
Epoch 411/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1021 - accuracy: 0.9538
Epoch 412/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0865 - accuracy: 0.9648
Epoch 413/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0857 - accuracy: 0.9736
Epoch 414/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1096 - accuracy: 0.9582
Epoch 415/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1460 - accuracy: 0.9495
Epoch 416/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0993 - accuracy: 0.9495
Epoch 417/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0914 - accuracy: 0.9582
Epoch 418/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1978 - accuracy: 0.9297
Epoch 419/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0963 - accuracy: 0.9582
Epoch 420/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0806 - accuracy: 0.9714
Epoch 421/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0719 - accuracy: 0.9692
Epoch 422/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0768 - accuracy: 0.9648
Epoch 423/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0691 - accuracy: 0.9670
Epoch 424/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0835 - accuracy: 0.9604
Epoch 425/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0940 - accuracy: 0.9604
Epoch 426/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0929 - accuracy: 0.9626
Epoch 427/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0985 - accuracy: 0.9626
Epoch 428/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0828 - accuracy: 0.9648
Epoch 429/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0674 - accuracy: 0.9758
Epoch 430/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0717 - accuracy: 0.9714
Epoch 431/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0965 - accuracy: 0.9538
Epoch 432/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1051 - accuracy: 0.9582
Epoch 433/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0873 - accuracy: 0.9626
Epoch 434/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0872 - accuracy: 0.9670
Epoch 435/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1461 - accuracy: 0.9407
Epoch 436/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1885 - accuracy: 0.9297
Epoch 437/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1594 - accuracy: 0.9407
Epoch 438/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1032 - accuracy: 0.9582
Epoch 439/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1131 - accuracy: 0.9560
Epoch 440/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1324 - accuracy: 0.9473
Epoch 441/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1013 - accuracy: 0.9670
Epoch 442/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1309 - accuracy: 0.9473
Epoch 443/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1324 - accuracy: 0.9516
Epoch 444/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0926 - accuracy: 0.9692
Epoch 445/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0915 - accuracy: 0.9648
Epoch 446/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0938 - accuracy: 0.9626
Epoch 447/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0917 - accuracy: 0.9692
Epoch 448/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1005 - accuracy: 0.9670
Epoch 449/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0863 - accuracy: 0.9582
Epoch 450/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0882 - accuracy: 0.9604
Epoch 451/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0959 - accuracy: 0.9670
Epoch 452/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1080 - accuracy: 0.9516
Epoch 453/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1386 - accuracy: 0.9385
Epoch 454/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0791 - accuracy: 0.9736
Epoch 455/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0973 - accuracy: 0.9560
Epoch 456/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0851 - accuracy: 0.9714
Epoch 457/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0868 - accuracy: 0.9626
Epoch 458/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0851 - accuracy: 0.9692
Epoch 459/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0797 - accuracy: 0.9626
Epoch 460/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0825 - accuracy: 0.9670
Epoch 461/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1011 - accuracy: 0.9560
Epoch 462/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1056 - accuracy: 0.9516
Epoch 463/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0784 - accuracy: 0.9692
Epoch 464/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0852 - accuracy: 0.9692
Epoch 465/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0849 - accuracy: 0.9670
Epoch 466/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1224 - accuracy: 0.9495
Epoch 467/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.3110 - accuracy: 0.9143
Epoch 468/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1101 - accuracy: 0.9648
Epoch 469/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0911 - accuracy: 0.9648
Epoch 470/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1135 - accuracy: 0.9582
Epoch 471/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1340 - accuracy: 0.9451
Epoch 472/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0882 - accuracy: 0.9648
Epoch 473/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1200 - accuracy: 0.9604
Epoch 474/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1078 - accuracy: 0.9626
Epoch 475/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0862 - accuracy: 0.9648
Epoch 476/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0972 - accuracy: 0.9582
Epoch 477/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0840 - accuracy: 0.9670
Epoch 478/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0867 - accuracy: 0.9626
Epoch 479/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1438 - accuracy: 0.9473
Epoch 480/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1281 - accuracy: 0.9495
Epoch 481/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0824 - accuracy: 0.9692
Epoch 482/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0924 - accuracy: 0.9714
Epoch 483/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1093 - accuracy: 0.9538
Epoch 484/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0865 - accuracy: 0.9626
Epoch 485/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0781 - accuracy: 0.9670
Epoch 486/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0869 - accuracy: 0.9692
Epoch 487/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0737 - accuracy: 0.9692
Epoch 488/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1080 - accuracy: 0.9560
Epoch 489/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1003 - accuracy: 0.9582
Epoch 490/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0767 - accuracy: 0.9626
Epoch 491/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0932 - accuracy: 0.9670
Epoch 492/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0767 - accuracy: 0.9714
Epoch 493/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0862 - accuracy: 0.9604
Epoch 494/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0899 - accuracy: 0.9648
Epoch 495/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0811 - accuracy: 0.9692
Epoch 496/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0797 - accuracy: 0.9648
Epoch 497/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0903 - accuracy: 0.9714
Epoch 498/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0980 - accuracy: 0.9560
Epoch 499/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1279 - accuracy: 0.9495
Epoch 500/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1095 - accuracy: 0.9582
Epoch 501/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1061 - accuracy: 0.9582
Epoch 502/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0949 - accuracy: 0.9670
Epoch 503/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1119 - accuracy: 0.9538
Epoch 504/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1386 - accuracy: 0.9451
Epoch 505/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1100 - accuracy: 0.9560
Epoch 506/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1081 - accuracy: 0.9582
Epoch 507/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0812 - accuracy: 0.9670
Epoch 508/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0825 - accuracy: 0.9582
Epoch 509/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0853 - accuracy: 0.9670
Epoch 510/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0810 - accuracy: 0.9670
Epoch 511/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1796 - accuracy: 0.9319
Epoch 512/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1032 - accuracy: 0.9604
Epoch 513/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0915 - accuracy: 0.9670
Epoch 514/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0776 - accuracy: 0.9692
Epoch 515/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0847 - accuracy: 0.9670
Epoch 516/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0776 - accuracy: 0.9692
Epoch 517/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0975 - accuracy: 0.9626
Epoch 518/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1042 - accuracy: 0.9538
Epoch 519/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0846 - accuracy: 0.9648
Epoch 520/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0988 - accuracy: 0.9582
Epoch 521/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0775 - accuracy: 0.9714
Epoch 522/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0737 - accuracy: 0.9714
Epoch 523/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0781 - accuracy: 0.9692
Epoch 524/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1317 - accuracy: 0.9407
Epoch 525/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0839 - accuracy: 0.9692
Epoch 526/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0723 - accuracy: 0.9714
Epoch 527/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0838 - accuracy: 0.9736
Epoch 528/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0851 - accuracy: 0.9560
Epoch 529/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1125 - accuracy: 0.9495
Epoch 530/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0813 - accuracy: 0.9736
Epoch 531/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0968 - accuracy: 0.9648
Epoch 532/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1006 - accuracy: 0.9626
Epoch 533/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1178 - accuracy: 0.9604
Epoch 534/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1304 - accuracy: 0.9495
Epoch 535/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1524 - accuracy: 0.9451
Epoch 536/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1067 - accuracy: 0.9516
Epoch 537/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0787 - accuracy: 0.9670
Epoch 538/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0834 - accuracy: 0.9670
Epoch 539/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1178 - accuracy: 0.9582
Epoch 540/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1089 - accuracy: 0.9538
Epoch 541/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2039 - accuracy: 0.9231
Epoch 542/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1428 - accuracy: 0.9407
Epoch 543/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1275 - accuracy: 0.9429
Epoch 544/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1022 - accuracy: 0.9604
Epoch 545/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0855 - accuracy: 0.9736
Epoch 546/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0960 - accuracy: 0.9604
Epoch 547/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0857 - accuracy: 0.9670
Epoch 548/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0935 - accuracy: 0.9604
Epoch 549/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0911 - accuracy: 0.9670
Epoch 550/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0982 - accuracy: 0.9670
Epoch 551/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1270 - accuracy: 0.9582
Epoch 552/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0767 - accuracy: 0.9780
Epoch 553/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0834 - accuracy: 0.9670
Epoch 554/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0798 - accuracy: 0.9648
Epoch 555/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0986 - accuracy: 0.9560
Epoch 556/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0688 - accuracy: 0.9758
Epoch 557/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0897 - accuracy: 0.9648
Epoch 558/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0879 - accuracy: 0.9692
Epoch 559/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0909 - accuracy: 0.9626
Epoch 560/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0803 - accuracy: 0.9736
Epoch 561/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0814 - accuracy: 0.9670
Epoch 562/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1041 - accuracy: 0.9560
Epoch 563/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0787 - accuracy: 0.9692
Epoch 564/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0891 - accuracy: 0.9560
Epoch 565/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0758 - accuracy: 0.9692
Epoch 566/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0765 - accuracy: 0.9736
Epoch 567/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0878 - accuracy: 0.9670
Epoch 568/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0741 - accuracy: 0.9692
Epoch 569/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0889 - accuracy: 0.9736
Epoch 570/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1051 - accuracy: 0.9604
Epoch 571/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0956 - accuracy: 0.9604
Epoch 572/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0833 - accuracy: 0.9626
Epoch 573/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0879 - accuracy: 0.9736
Epoch 574/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0962 - accuracy: 0.9670
Epoch 575/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0769 - accuracy: 0.9736
Epoch 576/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0711 - accuracy: 0.9758
Epoch 577/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0771 - accuracy: 0.9692
Epoch 578/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0875 - accuracy: 0.9648
Epoch 579/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0974 - accuracy: 0.9648
Epoch 580/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0877 - accuracy: 0.9604
Epoch 581/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0913 - accuracy: 0.9626
Epoch 582/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0776 - accuracy: 0.9714
Epoch 583/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1112 - accuracy: 0.9582
Epoch 584/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0726 - accuracy: 0.9714
Epoch 585/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0721 - accuracy: 0.9714
Epoch 586/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0748 - accuracy: 0.9736
Epoch 587/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0665 - accuracy: 0.9758
Epoch 588/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0944 - accuracy: 0.9560
Epoch 589/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0822 - accuracy: 0.9626
Epoch 590/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0879 - accuracy: 0.9626
Epoch 591/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0649 - accuracy: 0.9802
Epoch 592/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0701 - accuracy: 0.9714
Epoch 593/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0900 - accuracy: 0.9736
Epoch 594/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0871 - accuracy: 0.9692
Epoch 595/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0748 - accuracy: 0.9670
Epoch 596/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0862 - accuracy: 0.9714
Epoch 597/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1048 - accuracy: 0.9648
Epoch 598/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1089 - accuracy: 0.9560
Epoch 599/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1117 - accuracy: 0.9495
Epoch 600/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1226 - accuracy: 0.9560
Epoch 601/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1544 - accuracy: 0.9429
Epoch 602/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1977 - accuracy: 0.9275
Epoch 603/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0945 - accuracy: 0.9582
Epoch 604/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0816 - accuracy: 0.9692
Epoch 605/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0911 - accuracy: 0.9714
Epoch 606/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1041 - accuracy: 0.9648
Epoch 607/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0842 - accuracy: 0.9692
Epoch 608/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1169 - accuracy: 0.9582
Epoch 609/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0883 - accuracy: 0.9736
Epoch 610/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0946 - accuracy: 0.9714
Epoch 611/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0920 - accuracy: 0.9714
Epoch 612/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0873 - accuracy: 0.9626
Epoch 613/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0983 - accuracy: 0.9670
Epoch 614/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0652 - accuracy: 0.9758
Epoch 615/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0678 - accuracy: 0.9736
Epoch 616/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0690 - accuracy: 0.9802
Epoch 617/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0914 - accuracy: 0.9626
Epoch 618/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0977 - accuracy: 0.9604
Epoch 619/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1302 - accuracy: 0.9560
Epoch 620/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2294 - accuracy: 0.9253
Epoch 621/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1243 - accuracy: 0.9473
Epoch 622/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1080 - accuracy: 0.9626
Epoch 623/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1064 - accuracy: 0.9626
Epoch 624/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1873 - accuracy: 0.9297
Epoch 625/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1447 - accuracy: 0.9407
Epoch 626/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1036 - accuracy: 0.9582
Epoch 627/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1010 - accuracy: 0.9648
Epoch 628/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1047 - accuracy: 0.9582
Epoch 629/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0897 - accuracy: 0.9648
Epoch 630/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1011 - accuracy: 0.9670
Epoch 631/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0810 - accuracy: 0.9670
Epoch 632/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0697 - accuracy: 0.9758
Epoch 633/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0748 - accuracy: 0.9692
Epoch 634/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0978 - accuracy: 0.9604
Epoch 635/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0820 - accuracy: 0.9648
Epoch 636/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0826 - accuracy: 0.9648
Epoch 637/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0807 - accuracy: 0.9648
Epoch 638/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0717 - accuracy: 0.9736
Epoch 639/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0640 - accuracy: 0.9714
Epoch 640/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0664 - accuracy: 0.9758
Epoch 641/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0723 - accuracy: 0.9758
Epoch 642/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0667 - accuracy: 0.9714
Epoch 643/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1496 - accuracy: 0.9407
Epoch 644/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1088 - accuracy: 0.9538
Epoch 645/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0778 - accuracy: 0.9670
Epoch 646/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1091 - accuracy: 0.9516
Epoch 647/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0715 - accuracy: 0.9714
Epoch 648/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0688 - accuracy: 0.9802
Epoch 649/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0967 - accuracy: 0.9626
Epoch 650/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0910 - accuracy: 0.9648
Epoch 651/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1279 - accuracy: 0.9538
Epoch 652/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0751 - accuracy: 0.9714
Epoch 653/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0948 - accuracy: 0.9648
Epoch 654/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0815 - accuracy: 0.9648
Epoch 655/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0688 - accuracy: 0.9736
Epoch 656/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0738 - accuracy: 0.9692
Epoch 657/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1218 - accuracy: 0.9473
Epoch 658/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0922 - accuracy: 0.9626
Epoch 659/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1050 - accuracy: 0.9538
Epoch 660/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0898 - accuracy: 0.9670
Epoch 661/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0847 - accuracy: 0.9648
Epoch 662/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0819 - accuracy: 0.9648
Epoch 663/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0930 - accuracy: 0.9560
Epoch 664/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0921 - accuracy: 0.9670
Epoch 665/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0864 - accuracy: 0.9626
Epoch 666/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1018 - accuracy: 0.9648
Epoch 667/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1081 - accuracy: 0.9516
Epoch 668/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0754 - accuracy: 0.9692
Epoch 669/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0660 - accuracy: 0.9758
Epoch 670/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0848 - accuracy: 0.9648
Epoch 671/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0725 - accuracy: 0.9670
Epoch 672/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0656 - accuracy: 0.9758
Epoch 673/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1158 - accuracy: 0.9538
Epoch 674/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1584 - accuracy: 0.9473
Epoch 675/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0923 - accuracy: 0.9670
Epoch 676/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0840 - accuracy: 0.9692
Epoch 677/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0741 - accuracy: 0.9692
Epoch 678/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0861 - accuracy: 0.9670
Epoch 679/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0866 - accuracy: 0.9692
Epoch 680/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0800 - accuracy: 0.9648
Epoch 681/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0928 - accuracy: 0.9626
Epoch 682/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0959 - accuracy: 0.9538
Epoch 683/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0751 - accuracy: 0.9736
Epoch 684/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0702 - accuracy: 0.9670
Epoch 685/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0666 - accuracy: 0.9780
Epoch 686/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0605 - accuracy: 0.9758
Epoch 687/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0810 - accuracy: 0.9758
Epoch 688/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0738 - accuracy: 0.9736
Epoch 689/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1146 - accuracy: 0.9538
Epoch 690/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1182 - accuracy: 0.9538
Epoch 691/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0907 - accuracy: 0.9626
Epoch 692/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0732 - accuracy: 0.9780
Epoch 693/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0716 - accuracy: 0.9692
Epoch 694/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0817 - accuracy: 0.9626
Epoch 695/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0728 - accuracy: 0.9714
Epoch 696/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0735 - accuracy: 0.9736
Epoch 697/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0625 - accuracy: 0.9758
Epoch 698/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0612 - accuracy: 0.9802
Epoch 699/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0870 - accuracy: 0.9626
Epoch 700/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0630 - accuracy: 0.9780
Epoch 701/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0739 - accuracy: 0.9780
Epoch 702/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0665 - accuracy: 0.9758
Epoch 703/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1088 - accuracy: 0.9538
Epoch 704/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1161 - accuracy: 0.9648
Epoch 705/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0955 - accuracy: 0.9626
Epoch 706/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0649 - accuracy: 0.9780
Epoch 707/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0622 - accuracy: 0.9780
Epoch 708/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0849 - accuracy: 0.9648
Epoch 709/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0800 - accuracy: 0.9714
Epoch 710/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0942 - accuracy: 0.9692
Epoch 711/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0725 - accuracy: 0.9714
Epoch 712/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0609 - accuracy: 0.9802
Epoch 713/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0706 - accuracy: 0.9714
Epoch 714/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0683 - accuracy: 0.9736
Epoch 715/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0815 - accuracy: 0.9692
Epoch 716/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0696 - accuracy: 0.9802
Epoch 717/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0886 - accuracy: 0.9604
Epoch 718/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0728 - accuracy: 0.9736
Epoch 719/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1030 - accuracy: 0.9648
Epoch 720/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0760 - accuracy: 0.9758
Epoch 721/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0639 - accuracy: 0.9736
Epoch 722/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0644 - accuracy: 0.9758
Epoch 723/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0614 - accuracy: 0.9780
Epoch 724/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0653 - accuracy: 0.9714
Epoch 725/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0741 - accuracy: 0.9648
Epoch 726/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0682 - accuracy: 0.9736
Epoch 727/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0666 - accuracy: 0.9736
Epoch 728/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1697 - accuracy: 0.9363
Epoch 729/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1357 - accuracy: 0.9451
Epoch 730/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1866 - accuracy: 0.9319
Epoch 731/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1818 - accuracy: 0.9319
Epoch 732/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1152 - accuracy: 0.9560
Epoch 733/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0821 - accuracy: 0.9670
Epoch 734/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0708 - accuracy: 0.9802
Epoch 735/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0754 - accuracy: 0.9692
Epoch 736/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0874 - accuracy: 0.9626
Epoch 737/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0828 - accuracy: 0.9626
Epoch 738/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0676 - accuracy: 0.9692
Epoch 739/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0925 - accuracy: 0.9648
Epoch 740/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0956 - accuracy: 0.9604
Epoch 741/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0853 - accuracy: 0.9692
Epoch 742/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0891 - accuracy: 0.9648
Epoch 743/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0679 - accuracy: 0.9758
Epoch 744/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0668 - accuracy: 0.9714
Epoch 745/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0673 - accuracy: 0.9780
Epoch 746/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0708 - accuracy: 0.9714
Epoch 747/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0728 - accuracy: 0.9736
Epoch 748/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1068 - accuracy: 0.9560
Epoch 749/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1099 - accuracy: 0.9582
Epoch 750/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0817 - accuracy: 0.9648
Epoch 751/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0698 - accuracy: 0.9714
Epoch 752/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0783 - accuracy: 0.9758
Epoch 753/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1144 - accuracy: 0.9538
Epoch 754/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0816 - accuracy: 0.9626
Epoch 755/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0714 - accuracy: 0.9736
Epoch 756/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1193 - accuracy: 0.9582
Epoch 757/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1153 - accuracy: 0.9538
Epoch 758/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0749 - accuracy: 0.9692
Epoch 759/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0640 - accuracy: 0.9802
Epoch 760/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1015 - accuracy: 0.9648
Epoch 761/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0939 - accuracy: 0.9714
Epoch 762/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0640 - accuracy: 0.9802
Epoch 763/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0606 - accuracy: 0.9736
Epoch 764/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0945 - accuracy: 0.9626
Epoch 765/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1550 - accuracy: 0.9407
Epoch 766/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0763 - accuracy: 0.9692
Epoch 767/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1441 - accuracy: 0.9407
Epoch 768/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0806 - accuracy: 0.9692
Epoch 769/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0656 - accuracy: 0.9714
Epoch 770/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0898 - accuracy: 0.9626
Epoch 771/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0957 - accuracy: 0.9714
Epoch 772/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0914 - accuracy: 0.9560
Epoch 773/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0725 - accuracy: 0.9736
Epoch 774/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0815 - accuracy: 0.9692
Epoch 775/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0920 - accuracy: 0.9626
Epoch 776/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1257 - accuracy: 0.9473
Epoch 777/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0865 - accuracy: 0.9692
Epoch 778/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0779 - accuracy: 0.9714
Epoch 779/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0765 - accuracy: 0.9714
Epoch 780/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0742 - accuracy: 0.9692
Epoch 781/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0816 - accuracy: 0.9604
Epoch 782/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0640 - accuracy: 0.9780
Epoch 783/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0736 - accuracy: 0.9692
Epoch 784/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0654 - accuracy: 0.9758
Epoch 785/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0577 - accuracy: 0.9824
Epoch 786/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0622 - accuracy: 0.9736
Epoch 787/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0764 - accuracy: 0.9736
Epoch 788/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0582 - accuracy: 0.9824
Epoch 789/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0737 - accuracy: 0.9692
Epoch 790/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0794 - accuracy: 0.9736
Epoch 791/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0757 - accuracy: 0.9714
Epoch 792/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1025 - accuracy: 0.9582
Epoch 793/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1095 - accuracy: 0.9604
Epoch 794/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0814 - accuracy: 0.9648
Epoch 795/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1076 - accuracy: 0.9604
Epoch 796/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0756 - accuracy: 0.9714
Epoch 797/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0636 - accuracy: 0.9802
Epoch 798/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1379 - accuracy: 0.9363
Epoch 799/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0830 - accuracy: 0.9780
Epoch 800/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1150 - accuracy: 0.9626
Epoch 801/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0774 - accuracy: 0.9714
Epoch 802/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0772 - accuracy: 0.9736
Epoch 803/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0736 - accuracy: 0.9736
Epoch 804/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0763 - accuracy: 0.9780
Epoch 805/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0817 - accuracy: 0.9758
Epoch 806/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0835 - accuracy: 0.9692
Epoch 807/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0946 - accuracy: 0.9626
Epoch 808/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0974 - accuracy: 0.9495
Epoch 809/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0949 - accuracy: 0.9648
Epoch 810/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1065 - accuracy: 0.9495
Epoch 811/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0995 - accuracy: 0.9670
Epoch 812/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0846 - accuracy: 0.9626
Epoch 813/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1361 - accuracy: 0.9495
Epoch 814/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1683 - accuracy: 0.9451
Epoch 815/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0972 - accuracy: 0.9648
Epoch 816/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0820 - accuracy: 0.9670
Epoch 817/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0738 - accuracy: 0.9758
Epoch 818/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0733 - accuracy: 0.9692
Epoch 819/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0888 - accuracy: 0.9582
Epoch 820/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1655 - accuracy: 0.9495
Epoch 821/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1225 - accuracy: 0.9473
Epoch 822/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0786 - accuracy: 0.9714
Epoch 823/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0813 - accuracy: 0.9648
Epoch 824/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0915 - accuracy: 0.9670
Epoch 825/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1115 - accuracy: 0.9538
Epoch 826/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0914 - accuracy: 0.9670
Epoch 827/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1102 - accuracy: 0.9582
Epoch 828/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0837 - accuracy: 0.9670
Epoch 829/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0847 - accuracy: 0.9736
Epoch 830/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0725 - accuracy: 0.9758
Epoch 831/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0844 - accuracy: 0.9692
Epoch 832/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0962 - accuracy: 0.9582
Epoch 833/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1117 - accuracy: 0.9582
Epoch 834/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1055 - accuracy: 0.9626
Epoch 835/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1028 - accuracy: 0.9626
Epoch 836/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0810 - accuracy: 0.9714
Epoch 837/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0739 - accuracy: 0.9670
Epoch 838/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0741 - accuracy: 0.9714
Epoch 839/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0754 - accuracy: 0.9670
Epoch 840/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1723 - accuracy: 0.9231
Epoch 841/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0914 - accuracy: 0.9692
Epoch 842/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1107 - accuracy: 0.9604
Epoch 843/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0896 - accuracy: 0.9692
Epoch 844/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0809 - accuracy: 0.9692
Epoch 845/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0969 - accuracy: 0.9560
Epoch 846/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0967 - accuracy: 0.9648
Epoch 847/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0897 - accuracy: 0.9714
Epoch 848/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0999 - accuracy: 0.9604
Epoch 849/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0902 - accuracy: 0.9648
Epoch 850/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0790 - accuracy: 0.9648
Epoch 851/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0727 - accuracy: 0.9714
Epoch 852/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0671 - accuracy: 0.9780
Epoch 853/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0923 - accuracy: 0.9714
Epoch 854/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0862 - accuracy: 0.9670
Epoch 855/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0712 - accuracy: 0.9758
Epoch 856/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1088 - accuracy: 0.9582
Epoch 857/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1741 - accuracy: 0.9407
Epoch 858/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0784 - accuracy: 0.9736
Epoch 859/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0909 - accuracy: 0.9670
Epoch 860/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0738 - accuracy: 0.9692
Epoch 861/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1549 - accuracy: 0.9407
Epoch 862/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0829 - accuracy: 0.9626
Epoch 863/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0732 - accuracy: 0.9736
Epoch 864/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0795 - accuracy: 0.9692
Epoch 865/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0732 - accuracy: 0.9648
Epoch 866/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0979 - accuracy: 0.9692
Epoch 867/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1045 - accuracy: 0.9626
Epoch 868/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1487 - accuracy: 0.9451
Epoch 869/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.2089 - accuracy: 0.9297
Epoch 870/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.2407 - accuracy: 0.9121
Epoch 871/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1744 - accuracy: 0.9385
Epoch 872/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.1121 - accuracy: 0.9582
Epoch 873/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0822 - accuracy: 0.9692
Epoch 874/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0799 - accuracy: 0.9714
Epoch 875/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0730 - accuracy: 0.9714
Epoch 876/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0746 - accuracy: 0.9736
Epoch 877/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0768 - accuracy: 0.9714
Epoch 878/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0754 - accuracy: 0.9736
Epoch 879/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0703 - accuracy: 0.9714
Epoch 880/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0752 - accuracy: 0.9670
Epoch 881/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0756 - accuracy: 0.9736
Epoch 882/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0709 - accuracy: 0.9692
Epoch 883/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0801 - accuracy: 0.9670
Epoch 884/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0778 - accuracy: 0.9758
Epoch 885/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0893 - accuracy: 0.9670
Epoch 886/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1001 - accuracy: 0.9758
Epoch 887/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1020 - accuracy: 0.9582
Epoch 888/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0599 - accuracy: 0.9846
Epoch 889/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0718 - accuracy: 0.9758
Epoch 890/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1225 - accuracy: 0.9495
Epoch 891/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1189 - accuracy: 0.9538
Epoch 892/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1185 - accuracy: 0.9516
Epoch 893/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0658 - accuracy: 0.9758
Epoch 894/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0755 - accuracy: 0.9780
Epoch 895/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0791 - accuracy: 0.9714
Epoch 896/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0652 - accuracy: 0.9736
Epoch 897/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0732 - accuracy: 0.9714
Epoch 898/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0692 - accuracy: 0.9780
Epoch 899/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0899 - accuracy: 0.9670
Epoch 900/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0863 - accuracy: 0.9692
Epoch 901/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.1067 - accuracy: 0.9582
Epoch 902/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1092 - accuracy: 0.9604
Epoch 903/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1137 - accuracy: 0.9560
Epoch 904/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0656 - accuracy: 0.9758
Epoch 905/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0750 - accuracy: 0.9736
Epoch 906/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0667 - accuracy: 0.9824
Epoch 907/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0721 - accuracy: 0.9758
Epoch 908/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0721 - accuracy: 0.9692
Epoch 909/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0790 - accuracy: 0.9714
Epoch 910/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.2196 - accuracy: 0.9187
Epoch 911/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0985 - accuracy: 0.9582
Epoch 912/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0971 - accuracy: 0.9648
Epoch 913/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0652 - accuracy: 0.9758
Epoch 914/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0850 - accuracy: 0.9692
Epoch 915/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0818 - accuracy: 0.9736
Epoch 916/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1650 - accuracy: 0.9451
Epoch 917/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0709 - accuracy: 0.9736
Epoch 918/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0679 - accuracy: 0.9758
Epoch 919/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0618 - accuracy: 0.9780
Epoch 920/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0810 - accuracy: 0.9736
Epoch 921/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1172 - accuracy: 0.9582
Epoch 922/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0780 - accuracy: 0.9692
Epoch 923/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0692 - accuracy: 0.9736
Epoch 924/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0754 - accuracy: 0.9714
Epoch 925/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0644 - accuracy: 0.9758
Epoch 926/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0730 - accuracy: 0.9714
Epoch 927/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0903 - accuracy: 0.9648
Epoch 928/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0810 - accuracy: 0.9692
Epoch 929/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0825 - accuracy: 0.9714
Epoch 930/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0751 - accuracy: 0.9670
Epoch 931/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0741 - accuracy: 0.9758
Epoch 932/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0876 - accuracy: 0.9714
Epoch 933/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0939 - accuracy: 0.9648
Epoch 934/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1048 - accuracy: 0.9648
Epoch 935/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0656 - accuracy: 0.9758
Epoch 936/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0710 - accuracy: 0.9648
Epoch 937/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0765 - accuracy: 0.9714
Epoch 938/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1101 - accuracy: 0.9582
Epoch 939/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1104 - accuracy: 0.9626
Epoch 940/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0899 - accuracy: 0.9670
Epoch 941/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0938 - accuracy: 0.9626
Epoch 942/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0722 - accuracy: 0.9714
Epoch 943/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0887 - accuracy: 0.9604
Epoch 944/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0804 - accuracy: 0.9670
Epoch 945/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.1066 - accuracy: 0.9604
Epoch 946/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1024 - accuracy: 0.9538
Epoch 947/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0822 - accuracy: 0.9670
Epoch 948/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1633 - accuracy: 0.9495
Epoch 949/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0970 - accuracy: 0.9626
Epoch 950/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1156 - accuracy: 0.9560
Epoch 951/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1547 - accuracy: 0.9495
Epoch 952/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1281 - accuracy: 0.9626
Epoch 953/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0877 - accuracy: 0.9736
Epoch 954/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.1122 - accuracy: 0.9538
Epoch 955/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0795 - accuracy: 0.9736
Epoch 956/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0923 - accuracy: 0.9604
Epoch 957/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0943 - accuracy: 0.9670
Epoch 958/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0798 - accuracy: 0.9648
Epoch 959/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0788 - accuracy: 0.9670
Epoch 960/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0856 - accuracy: 0.9670
Epoch 961/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0796 - accuracy: 0.9670
Epoch 962/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.2141 - accuracy: 0.9187
Epoch 963/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1979 - accuracy: 0.9253
Epoch 964/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1303 - accuracy: 0.9495
Epoch 965/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1033 - accuracy: 0.9626
Epoch 966/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0814 - accuracy: 0.9692
Epoch 967/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0744 - accuracy: 0.9736
Epoch 968/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0720 - accuracy: 0.9714
Epoch 969/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0733 - accuracy: 0.9758
Epoch 970/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0695 - accuracy: 0.9736
Epoch 971/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0703 - accuracy: 0.9714
Epoch 972/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0995 - accuracy: 0.9670
Epoch 973/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1347 - accuracy: 0.9407
Epoch 974/1000
15/15 [==============================] - 0s 6ms/step - loss: 0.1544 - accuracy: 0.9429
Epoch 975/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1008 - accuracy: 0.9648
Epoch 976/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0918 - accuracy: 0.9626
Epoch 977/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.1040 - accuracy: 0.9648
Epoch 978/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0799 - accuracy: 0.9736
Epoch 979/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0740 - accuracy: 0.9670
Epoch 980/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0701 - accuracy: 0.9736
Epoch 981/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0689 - accuracy: 0.9714
Epoch 982/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0744 - accuracy: 0.9758
Epoch 983/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.0991 - accuracy: 0.9692
Epoch 984/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0839 - accuracy: 0.9714
Epoch 985/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0740 - accuracy: 0.9736
Epoch 986/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0678 - accuracy: 0.9692
Epoch 987/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0708 - accuracy: 0.9780
Epoch 988/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0734 - accuracy: 0.9758
Epoch 989/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.0709 - accuracy: 0.9780
Epoch 990/1000
15/15 [==============================] - 0s 5ms/step - loss: 0.1221 - accuracy: 0.9604
Epoch 991/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1803 - accuracy: 0.9385
Epoch 992/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1356 - accuracy: 0.9429
Epoch 993/1000
15/15 [==============================] - 0s 6ms/step - loss: 0.1648 - accuracy: 0.9363
Epoch 994/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1114 - accuracy: 0.9626
Epoch 995/1000
15/15 [==============================] - 0s 4ms/step - loss: 0.1004 - accuracy: 0.9626
Epoch 996/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0852 - accuracy: 0.9714
Epoch 997/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0851 - accuracy: 0.9758
Epoch 998/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0746 - accuracy: 0.9758
Epoch 999/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.0720 - accuracy: 0.9758
Epoch 1000/1000
15/15 [==============================] - 0s 3ms/step - loss: 0.1033 - accuracy: 0.9560
<keras.callbacks.History at 0x7fecba804b90>

model.evaluate(x_test,y_test)

WARNING:tensorflow:Model was constructed with shape (None, 455, 30) for input KerasTensor(type_spec=TensorSpec(shape=(None, 455, 30), dtype=tf.float32, name='dense_input'), name='dense_input', description="created by layer 'dense_input'"), but it was called on an input with incompatible shape (None, 30).
4/4 [==============================] - 0s 4ms/step - loss: 0.0916 - accuracy: 0.9561
[0.09155242145061493, 0.9561403393745422]

max_stars_repo_path: Cancer tumour size prediction/prediction.py