Hello Keras!

Keras是一个可以将Tensorflow或Theano作为后端的深度学习框架。由于它的高度模块化,写神经网络会方便很多。

下面,我将用Keras实现一个简单的异或神经网络,作为Keras的HelloWorld。

引入库

In [2]:
import numpy as np
from keras.models import Sequential
from keras.layers.core import Activation, Dense

训练

In [4]:
training_data = np.array([[0,0],[0,1],[1,0],[1,1]], "float32")
target_data = np.array([[0],[1],[1],[0]], "float32")

model = Sequential()
model.add(Dense(32, input_dim=2, activation='relu'))
model.add(Dense(1, activation='sigmoid'))

model.compile(loss='mean_squared_error', optimizer='adam', metrics=['binary_accuracy'])

model.fit(training_data, target_data, epochs=1000, verbose=2)

print model.predict(training_data)
Epoch 1/1000
0s - loss: 0.2339 - binary_accuracy: 0.7500
Epoch 2/1000
0s - loss: 0.2333 - binary_accuracy: 0.5000
Epoch 3/1000
0s - loss: 0.2328 - binary_accuracy: 0.7500
Epoch 4/1000
0s - loss: 0.2322 - binary_accuracy: 0.7500
Epoch 5/1000
0s - loss: 0.2317 - binary_accuracy: 0.7500
Epoch 6/1000
0s - loss: 0.2311 - binary_accuracy: 0.7500
Epoch 7/1000
0s - loss: 0.2306 - binary_accuracy: 0.7500
Epoch 8/1000
0s - loss: 0.2302 - binary_accuracy: 0.7500
Epoch 9/1000
0s - loss: 0.2297 - binary_accuracy: 0.7500
Epoch 10/1000
0s - loss: 0.2292 - binary_accuracy: 0.7500
Epoch 11/1000
0s - loss: 0.2287 - binary_accuracy: 0.7500
Epoch 12/1000
0s - loss: 0.2283 - binary_accuracy: 0.7500
Epoch 13/1000
0s - loss: 0.2278 - binary_accuracy: 1.0000
Epoch 14/1000
0s - loss: 0.2274 - binary_accuracy: 1.0000
Epoch 15/1000
0s - loss: 0.2269 - binary_accuracy: 1.0000
Epoch 16/1000
0s - loss: 0.2265 - binary_accuracy: 1.0000
Epoch 17/1000
0s - loss: 0.2260 - binary_accuracy: 1.0000
Epoch 18/1000
0s - loss: 0.2256 - binary_accuracy: 1.0000
Epoch 19/1000
0s - loss: 0.2253 - binary_accuracy: 1.0000
Epoch 20/1000
0s - loss: 0.2249 - binary_accuracy: 1.0000
Epoch 21/1000
0s - loss: 0.2245 - binary_accuracy: 1.0000
Epoch 22/1000
0s - loss: 0.2241 - binary_accuracy: 1.0000
Epoch 23/1000
0s - loss: 0.2237 - binary_accuracy: 1.0000
Epoch 24/1000
0s - loss: 0.2233 - binary_accuracy: 1.0000
Epoch 25/1000
0s - loss: 0.2230 - binary_accuracy: 1.0000
Epoch 26/1000
0s - loss: 0.2226 - binary_accuracy: 1.0000
Epoch 27/1000
0s - loss: 0.2222 - binary_accuracy: 1.0000
Epoch 28/1000
0s - loss: 0.2218 - binary_accuracy: 1.0000
Epoch 29/1000
0s - loss: 0.2215 - binary_accuracy: 1.0000
Epoch 30/1000
0s - loss: 0.2211 - binary_accuracy: 1.0000
Epoch 31/1000
0s - loss: 0.2208 - binary_accuracy: 1.0000
Epoch 32/1000
0s - loss: 0.2204 - binary_accuracy: 1.0000
Epoch 33/1000
0s - loss: 0.2201 - binary_accuracy: 1.0000
Epoch 34/1000
0s - loss: 0.2197 - binary_accuracy: 1.0000
Epoch 35/1000
0s - loss: 0.2193 - binary_accuracy: 1.0000
Epoch 36/1000
0s - loss: 0.2190 - binary_accuracy: 1.0000
Epoch 37/1000
0s - loss: 0.2186 - binary_accuracy: 1.0000
Epoch 38/1000
0s - loss: 0.2183 - binary_accuracy: 1.0000
Epoch 39/1000
0s - loss: 0.2179 - binary_accuracy: 1.0000
Epoch 40/1000
0s - loss: 0.2175 - binary_accuracy: 1.0000
Epoch 41/1000
0s - loss: 0.2172 - binary_accuracy: 1.0000
Epoch 42/1000
0s - loss: 0.2168 - binary_accuracy: 1.0000
Epoch 43/1000
0s - loss: 0.2164 - binary_accuracy: 1.0000
Epoch 44/1000
0s - loss: 0.2160 - binary_accuracy: 1.0000
Epoch 45/1000
0s - loss: 0.2157 - binary_accuracy: 1.0000
Epoch 46/1000
0s - loss: 0.2153 - binary_accuracy: 1.0000
Epoch 47/1000
0s - loss: 0.2149 - binary_accuracy: 1.0000
Epoch 48/1000
0s - loss: 0.2145 - binary_accuracy: 1.0000
Epoch 49/1000
0s - loss: 0.2142 - binary_accuracy: 1.0000
Epoch 50/1000
0s - loss: 0.2138 - binary_accuracy: 1.0000
Epoch 51/1000
0s - loss: 0.2134 - binary_accuracy: 1.0000
Epoch 52/1000
0s - loss: 0.2130 - binary_accuracy: 1.0000
Epoch 53/1000
0s - loss: 0.2126 - binary_accuracy: 1.0000
Epoch 54/1000
0s - loss: 0.2122 - binary_accuracy: 1.0000
Epoch 55/1000
0s - loss: 0.2118 - binary_accuracy: 1.0000
Epoch 56/1000
0s - loss: 0.2114 - binary_accuracy: 1.0000
Epoch 57/1000
0s - loss: 0.2110 - binary_accuracy: 1.0000
Epoch 58/1000
0s - loss: 0.2106 - binary_accuracy: 1.0000
Epoch 59/1000
0s - loss: 0.2102 - binary_accuracy: 1.0000
Epoch 60/1000
0s - loss: 0.2098 - binary_accuracy: 1.0000
Epoch 61/1000
0s - loss: 0.2094 - binary_accuracy: 1.0000
Epoch 62/1000
0s - loss: 0.2090 - binary_accuracy: 1.0000
Epoch 63/1000
0s - loss: 0.2086 - binary_accuracy: 1.0000
Epoch 64/1000
0s - loss: 0.2082 - binary_accuracy: 1.0000
Epoch 65/1000
0s - loss: 0.2078 - binary_accuracy: 1.0000
Epoch 66/1000
0s - loss: 0.2074 - binary_accuracy: 1.0000
Epoch 67/1000
0s - loss: 0.2069 - binary_accuracy: 1.0000
Epoch 68/1000
0s - loss: 0.2065 - binary_accuracy: 1.0000
Epoch 69/1000
0s - loss: 0.2061 - binary_accuracy: 1.0000
Epoch 70/1000
0s - loss: 0.2057 - binary_accuracy: 1.0000
Epoch 71/1000
0s - loss: 0.2052 - binary_accuracy: 1.0000
Epoch 72/1000
0s - loss: 0.2048 - binary_accuracy: 1.0000
Epoch 73/1000
0s - loss: 0.2044 - binary_accuracy: 1.0000
Epoch 74/1000
0s - loss: 0.2039 - binary_accuracy: 1.0000
Epoch 75/1000
0s - loss: 0.2035 - binary_accuracy: 1.0000
Epoch 76/1000
0s - loss: 0.2030 - binary_accuracy: 1.0000
Epoch 77/1000
0s - loss: 0.2026 - binary_accuracy: 1.0000
Epoch 78/1000
0s - loss: 0.2022 - binary_accuracy: 1.0000
Epoch 79/1000
0s - loss: 0.2017 - binary_accuracy: 1.0000
Epoch 80/1000
0s - loss: 0.2013 - binary_accuracy: 1.0000
Epoch 81/1000
0s - loss: 0.2008 - binary_accuracy: 1.0000
Epoch 82/1000
0s - loss: 0.2004 - binary_accuracy: 1.0000
Epoch 83/1000
0s - loss: 0.1999 - binary_accuracy: 1.0000
Epoch 84/1000
0s - loss: 0.1994 - binary_accuracy: 1.0000
Epoch 85/1000
0s - loss: 0.1990 - binary_accuracy: 1.0000
Epoch 86/1000
0s - loss: 0.1985 - binary_accuracy: 1.0000
Epoch 87/1000
0s - loss: 0.1980 - binary_accuracy: 1.0000
Epoch 88/1000
0s - loss: 0.1976 - binary_accuracy: 1.0000
Epoch 89/1000
0s - loss: 0.1971 - binary_accuracy: 1.0000
Epoch 90/1000
0s - loss: 0.1966 - binary_accuracy: 1.0000
Epoch 91/1000
0s - loss: 0.1962 - binary_accuracy: 1.0000
Epoch 92/1000
0s - loss: 0.1957 - binary_accuracy: 1.0000
Epoch 93/1000
0s - loss: 0.1952 - binary_accuracy: 1.0000
Epoch 94/1000
0s - loss: 0.1947 - binary_accuracy: 1.0000
Epoch 95/1000
0s - loss: 0.1942 - binary_accuracy: 1.0000
Epoch 96/1000
0s - loss: 0.1938 - binary_accuracy: 1.0000
Epoch 97/1000
0s - loss: 0.1933 - binary_accuracy: 1.0000
Epoch 98/1000
0s - loss: 0.1928 - binary_accuracy: 1.0000
Epoch 99/1000
0s - loss: 0.1923 - binary_accuracy: 1.0000
Epoch 100/1000
0s - loss: 0.1918 - binary_accuracy: 1.0000
Epoch 101/1000
0s - loss: 0.1913 - binary_accuracy: 1.0000
Epoch 102/1000
0s - loss: 0.1908 - binary_accuracy: 1.0000
Epoch 103/1000
0s - loss: 0.1903 - binary_accuracy: 1.0000
Epoch 104/1000
0s - loss: 0.1898 - binary_accuracy: 1.0000
Epoch 105/1000
0s - loss: 0.1893 - binary_accuracy: 1.0000
Epoch 106/1000
0s - loss: 0.1888 - binary_accuracy: 1.0000
Epoch 107/1000
0s - loss: 0.1883 - binary_accuracy: 1.0000
Epoch 108/1000
0s - loss: 0.1878 - binary_accuracy: 1.0000
Epoch 109/1000
0s - loss: 0.1873 - binary_accuracy: 1.0000
Epoch 110/1000
0s - loss: 0.1868 - binary_accuracy: 1.0000
Epoch 111/1000
0s - loss: 0.1863 - binary_accuracy: 1.0000
Epoch 112/1000
0s - loss: 0.1858 - binary_accuracy: 1.0000
Epoch 113/1000
0s - loss: 0.1853 - binary_accuracy: 1.0000
Epoch 114/1000
0s - loss: 0.1848 - binary_accuracy: 1.0000
Epoch 115/1000
0s - loss: 0.1843 - binary_accuracy: 1.0000
Epoch 116/1000
0s - loss: 0.1837 - binary_accuracy: 1.0000
Epoch 117/1000
0s - loss: 0.1832 - binary_accuracy: 1.0000
Epoch 118/1000
0s - loss: 0.1827 - binary_accuracy: 1.0000
Epoch 119/1000
0s - loss: 0.1822 - binary_accuracy: 1.0000
Epoch 120/1000
0s - loss: 0.1817 - binary_accuracy: 1.0000
Epoch 121/1000
0s - loss: 0.1812 - binary_accuracy: 1.0000
Epoch 122/1000
0s - loss: 0.1806 - binary_accuracy: 1.0000
Epoch 123/1000
0s - loss: 0.1801 - binary_accuracy: 1.0000
Epoch 124/1000
0s - loss: 0.1796 - binary_accuracy: 1.0000
Epoch 125/1000
0s - loss: 0.1791 - binary_accuracy: 1.0000
Epoch 126/1000
0s - loss: 0.1785 - binary_accuracy: 1.0000
Epoch 127/1000
0s - loss: 0.1780 - binary_accuracy: 1.0000
Epoch 128/1000
0s - loss: 0.1775 - binary_accuracy: 1.0000
Epoch 129/1000
0s - loss: 0.1770 - binary_accuracy: 1.0000
Epoch 130/1000
0s - loss: 0.1764 - binary_accuracy: 1.0000
Epoch 131/1000
0s - loss: 0.1759 - binary_accuracy: 1.0000
Epoch 132/1000
0s - loss: 0.1754 - binary_accuracy: 1.0000
Epoch 133/1000
0s - loss: 0.1748 - binary_accuracy: 1.0000
Epoch 134/1000
0s - loss: 0.1743 - binary_accuracy: 1.0000
Epoch 135/1000
0s - loss: 0.1738 - binary_accuracy: 1.0000
Epoch 136/1000
0s - loss: 0.1732 - binary_accuracy: 1.0000
Epoch 137/1000
0s - loss: 0.1727 - binary_accuracy: 1.0000
Epoch 138/1000
0s - loss: 0.1722 - binary_accuracy: 1.0000
Epoch 139/1000
0s - loss: 0.1716 - binary_accuracy: 1.0000
Epoch 140/1000
0s - loss: 0.1711 - binary_accuracy: 1.0000
Epoch 141/1000
0s - loss: 0.1705 - binary_accuracy: 1.0000
Epoch 142/1000
0s - loss: 0.1700 - binary_accuracy: 1.0000
Epoch 143/1000
0s - loss: 0.1694 - binary_accuracy: 1.0000
Epoch 144/1000
0s - loss: 0.1689 - binary_accuracy: 1.0000
Epoch 145/1000
0s - loss: 0.1683 - binary_accuracy: 1.0000
Epoch 146/1000
0s - loss: 0.1678 - binary_accuracy: 1.0000
Epoch 147/1000
0s - loss: 0.1673 - binary_accuracy: 1.0000
Epoch 148/1000
0s - loss: 0.1667 - binary_accuracy: 1.0000
Epoch 149/1000
0s - loss: 0.1662 - binary_accuracy: 1.0000
Epoch 150/1000
0s - loss: 0.1656 - binary_accuracy: 1.0000
Epoch 151/1000
0s - loss: 0.1651 - binary_accuracy: 1.0000
Epoch 152/1000
0s - loss: 0.1645 - binary_accuracy: 1.0000
Epoch 153/1000
0s - loss: 0.1640 - binary_accuracy: 1.0000
Epoch 154/1000
0s - loss: 0.1634 - binary_accuracy: 1.0000
Epoch 155/1000
0s - loss: 0.1629 - binary_accuracy: 1.0000
Epoch 156/1000
0s - loss: 0.1623 - binary_accuracy: 1.0000
Epoch 157/1000
0s - loss: 0.1618 - binary_accuracy: 1.0000
Epoch 158/1000
0s - loss: 0.1612 - binary_accuracy: 1.0000
Epoch 159/1000
0s - loss: 0.1606 - binary_accuracy: 1.0000
Epoch 160/1000
0s - loss: 0.1601 - binary_accuracy: 1.0000
Epoch 161/1000
0s - loss: 0.1595 - binary_accuracy: 1.0000
Epoch 162/1000
0s - loss: 0.1590 - binary_accuracy: 1.0000
Epoch 163/1000
0s - loss: 0.1584 - binary_accuracy: 1.0000
Epoch 164/1000
0s - loss: 0.1578 - binary_accuracy: 1.0000
Epoch 165/1000
0s - loss: 0.1573 - binary_accuracy: 1.0000
Epoch 166/1000
0s - loss: 0.1567 - binary_accuracy: 1.0000
Epoch 167/1000
0s - loss: 0.1562 - binary_accuracy: 1.0000
Epoch 168/1000
0s - loss: 0.1556 - binary_accuracy: 1.0000
Epoch 169/1000
0s - loss: 0.1551 - binary_accuracy: 1.0000
Epoch 170/1000
0s - loss: 0.1545 - binary_accuracy: 1.0000
Epoch 171/1000
0s - loss: 0.1539 - binary_accuracy: 1.0000
Epoch 172/1000
0s - loss: 0.1534 - binary_accuracy: 1.0000
Epoch 173/1000
0s - loss: 0.1528 - binary_accuracy: 1.0000
Epoch 174/1000
0s - loss: 0.1522 - binary_accuracy: 1.0000
Epoch 175/1000
0s - loss: 0.1517 - binary_accuracy: 1.0000
Epoch 176/1000
0s - loss: 0.1511 - binary_accuracy: 1.0000
Epoch 177/1000
0s - loss: 0.1506 - binary_accuracy: 1.0000
Epoch 178/1000
0s - loss: 0.1500 - binary_accuracy: 1.0000
Epoch 179/1000
0s - loss: 0.1494 - binary_accuracy: 1.0000
Epoch 180/1000
0s - loss: 0.1489 - binary_accuracy: 1.0000
Epoch 181/1000
0s - loss: 0.1483 - binary_accuracy: 1.0000
Epoch 182/1000
0s - loss: 0.1477 - binary_accuracy: 1.0000
Epoch 183/1000
0s - loss: 0.1472 - binary_accuracy: 1.0000
Epoch 184/1000
0s - loss: 0.1466 - binary_accuracy: 1.0000
Epoch 185/1000
0s - loss: 0.1461 - binary_accuracy: 1.0000
Epoch 186/1000
0s - loss: 0.1455 - binary_accuracy: 1.0000
Epoch 187/1000
0s - loss: 0.1449 - binary_accuracy: 1.0000
Epoch 188/1000
0s - loss: 0.1444 - binary_accuracy: 1.0000
Epoch 189/1000
0s - loss: 0.1438 - binary_accuracy: 1.0000
Epoch 190/1000
0s - loss: 0.1433 - binary_accuracy: 1.0000
Epoch 191/1000
0s - loss: 0.1427 - binary_accuracy: 1.0000
Epoch 192/1000
0s - loss: 0.1422 - binary_accuracy: 1.0000
Epoch 193/1000
0s - loss: 0.1416 - binary_accuracy: 1.0000
Epoch 194/1000
0s - loss: 0.1410 - binary_accuracy: 1.0000
Epoch 195/1000
0s - loss: 0.1405 - binary_accuracy: 1.0000
Epoch 196/1000
0s - loss: 0.1399 - binary_accuracy: 1.0000
Epoch 197/1000
0s - loss: 0.1394 - binary_accuracy: 1.0000
Epoch 198/1000
0s - loss: 0.1388 - binary_accuracy: 1.0000
Epoch 199/1000
0s - loss: 0.1383 - binary_accuracy: 1.0000
Epoch 200/1000
0s - loss: 0.1377 - binary_accuracy: 1.0000
Epoch 201/1000
0s - loss: 0.1372 - binary_accuracy: 1.0000
Epoch 202/1000
0s - loss: 0.1366 - binary_accuracy: 1.0000
Epoch 203/1000
0s - loss: 0.1361 - binary_accuracy: 1.0000
Epoch 204/1000
0s - loss: 0.1355 - binary_accuracy: 1.0000
Epoch 205/1000
0s - loss: 0.1349 - binary_accuracy: 1.0000
Epoch 206/1000
0s - loss: 0.1344 - binary_accuracy: 1.0000
Epoch 207/1000
0s - loss: 0.1338 - binary_accuracy: 1.0000
Epoch 208/1000
0s - loss: 0.1333 - binary_accuracy: 1.0000
Epoch 209/1000
0s - loss: 0.1327 - binary_accuracy: 1.0000
Epoch 210/1000
0s - loss: 0.1322 - binary_accuracy: 1.0000
Epoch 211/1000
0s - loss: 0.1316 - binary_accuracy: 1.0000
Epoch 212/1000
0s - loss: 0.1311 - binary_accuracy: 1.0000
Epoch 213/1000
0s - loss: 0.1305 - binary_accuracy: 1.0000
Epoch 214/1000
0s - loss: 0.1300 - binary_accuracy: 1.0000
Epoch 215/1000
0s - loss: 0.1295 - binary_accuracy: 1.0000
Epoch 216/1000
0s - loss: 0.1289 - binary_accuracy: 1.0000
Epoch 217/1000
0s - loss: 0.1284 - binary_accuracy: 1.0000
Epoch 218/1000
0s - loss: 0.1278 - binary_accuracy: 1.0000
Epoch 219/1000
0s - loss: 0.1273 - binary_accuracy: 1.0000
Epoch 220/1000
0s - loss: 0.1267 - binary_accuracy: 1.0000
Epoch 221/1000
0s - loss: 0.1262 - binary_accuracy: 1.0000
Epoch 222/1000
0s - loss: 0.1256 - binary_accuracy: 1.0000
Epoch 223/1000
0s - loss: 0.1251 - binary_accuracy: 1.0000
Epoch 224/1000
0s - loss: 0.1246 - binary_accuracy: 1.0000
Epoch 225/1000
0s - loss: 0.1240 - binary_accuracy: 1.0000
Epoch 226/1000
0s - loss: 0.1235 - binary_accuracy: 1.0000
Epoch 227/1000
0s - loss: 0.1229 - binary_accuracy: 1.0000
Epoch 228/1000
0s - loss: 0.1224 - binary_accuracy: 1.0000
Epoch 229/1000
0s - loss: 0.1219 - binary_accuracy: 1.0000
Epoch 230/1000
0s - loss: 0.1213 - binary_accuracy: 1.0000
Epoch 231/1000
0s - loss: 0.1208 - binary_accuracy: 1.0000
Epoch 232/1000
0s - loss: 0.1203 - binary_accuracy: 1.0000
Epoch 233/1000
0s - loss: 0.1197 - binary_accuracy: 1.0000
Epoch 234/1000
0s - loss: 0.1192 - binary_accuracy: 1.0000
Epoch 235/1000
0s - loss: 0.1187 - binary_accuracy: 1.0000
Epoch 236/1000
0s - loss: 0.1181 - binary_accuracy: 1.0000
Epoch 237/1000
0s - loss: 0.1176 - binary_accuracy: 1.0000
Epoch 238/1000
0s - loss: 0.1171 - binary_accuracy: 1.0000
Epoch 239/1000
0s - loss: 0.1166 - binary_accuracy: 1.0000
Epoch 240/1000
0s - loss: 0.1160 - binary_accuracy: 1.0000
Epoch 241/1000
0s - loss: 0.1155 - binary_accuracy: 1.0000
Epoch 242/1000
0s - loss: 0.1150 - binary_accuracy: 1.0000
Epoch 243/1000
0s - loss: 0.1145 - binary_accuracy: 1.0000
Epoch 244/1000
0s - loss: 0.1139 - binary_accuracy: 1.0000
Epoch 245/1000
0s - loss: 0.1134 - binary_accuracy: 1.0000
Epoch 246/1000
0s - loss: 0.1129 - binary_accuracy: 1.0000
Epoch 247/1000
0s - loss: 0.1124 - binary_accuracy: 1.0000
Epoch 248/1000
0s - loss: 0.1119 - binary_accuracy: 1.0000
Epoch 249/1000
0s - loss: 0.1113 - binary_accuracy: 1.0000
Epoch 250/1000
0s - loss: 0.1108 - binary_accuracy: 1.0000
Epoch 251/1000
0s - loss: 0.1103 - binary_accuracy: 1.0000
Epoch 252/1000
0s - loss: 0.1098 - binary_accuracy: 1.0000
Epoch 253/1000
0s - loss: 0.1093 - binary_accuracy: 1.0000
Epoch 254/1000
0s - loss: 0.1088 - binary_accuracy: 1.0000
Epoch 255/1000
0s - loss: 0.1083 - binary_accuracy: 1.0000
Epoch 256/1000
0s - loss: 0.1078 - binary_accuracy: 1.0000
Epoch 257/1000
0s - loss: 0.1073 - binary_accuracy: 1.0000
Epoch 258/1000
0s - loss: 0.1068 - binary_accuracy: 1.0000
Epoch 259/1000
0s - loss: 0.1063 - binary_accuracy: 1.0000
Epoch 260/1000
0s - loss: 0.1058 - binary_accuracy: 1.0000
Epoch 261/1000
0s - loss: 0.1053 - binary_accuracy: 1.0000
Epoch 262/1000
0s - loss: 0.1048 - binary_accuracy: 1.0000
Epoch 263/1000
0s - loss: 0.1043 - binary_accuracy: 1.0000
Epoch 264/1000
0s - loss: 0.1038 - binary_accuracy: 1.0000
Epoch 265/1000
0s - loss: 0.1033 - binary_accuracy: 1.0000
Epoch 266/1000
0s - loss: 0.1028 - binary_accuracy: 1.0000
Epoch 267/1000
0s - loss: 0.1023 - binary_accuracy: 1.0000
Epoch 268/1000
0s - loss: 0.1019 - binary_accuracy: 1.0000
Epoch 269/1000
0s - loss: 0.1014 - binary_accuracy: 1.0000
Epoch 270/1000
0s - loss: 0.1009 - binary_accuracy: 1.0000
Epoch 271/1000
0s - loss: 0.1004 - binary_accuracy: 1.0000
Epoch 272/1000
0s - loss: 0.0999 - binary_accuracy: 1.0000
Epoch 273/1000
0s - loss: 0.0994 - binary_accuracy: 1.0000
Epoch 274/1000
0s - loss: 0.0990 - binary_accuracy: 1.0000
Epoch 275/1000
0s - loss: 0.0985 - binary_accuracy: 1.0000
Epoch 276/1000
0s - loss: 0.0980 - binary_accuracy: 1.0000
Epoch 277/1000
0s - loss: 0.0975 - binary_accuracy: 1.0000
Epoch 278/1000
0s - loss: 0.0971 - binary_accuracy: 1.0000
Epoch 279/1000
0s - loss: 0.0966 - binary_accuracy: 1.0000
Epoch 280/1000
0s - loss: 0.0961 - binary_accuracy: 1.0000
Epoch 281/1000
0s - loss: 0.0956 - binary_accuracy: 1.0000
Epoch 282/1000
0s - loss: 0.0952 - binary_accuracy: 1.0000
Epoch 283/1000
0s - loss: 0.0947 - binary_accuracy: 1.0000
Epoch 284/1000
0s - loss: 0.0943 - binary_accuracy: 1.0000
Epoch 285/1000
0s - loss: 0.0938 - binary_accuracy: 1.0000
Epoch 286/1000
0s - loss: 0.0933 - binary_accuracy: 1.0000
Epoch 287/1000
0s - loss: 0.0929 - binary_accuracy: 1.0000
Epoch 288/1000
0s - loss: 0.0924 - binary_accuracy: 1.0000
Epoch 289/1000
0s - loss: 0.0920 - binary_accuracy: 1.0000
Epoch 290/1000
0s - loss: 0.0915 - binary_accuracy: 1.0000
Epoch 291/1000
0s - loss: 0.0910 - binary_accuracy: 1.0000
Epoch 292/1000
0s - loss: 0.0906 - binary_accuracy: 1.0000
Epoch 293/1000
0s - loss: 0.0901 - binary_accuracy: 1.0000
Epoch 294/1000
0s - loss: 0.0897 - binary_accuracy: 1.0000
Epoch 295/1000
0s - loss: 0.0892 - binary_accuracy: 1.0000
Epoch 296/1000
0s - loss: 0.0888 - binary_accuracy: 1.0000
Epoch 297/1000
0s - loss: 0.0884 - binary_accuracy: 1.0000
Epoch 298/1000
0s - loss: 0.0879 - binary_accuracy: 1.0000
Epoch 299/1000
0s - loss: 0.0875 - binary_accuracy: 1.0000
Epoch 300/1000
0s - loss: 0.0870 - binary_accuracy: 1.0000
Epoch 301/1000
0s - loss: 0.0866 - binary_accuracy: 1.0000
Epoch 302/1000
0s - loss: 0.0862 - binary_accuracy: 1.0000
Epoch 303/1000
0s - loss: 0.0858 - binary_accuracy: 1.0000
Epoch 304/1000
0s - loss: 0.0853 - binary_accuracy: 1.0000
Epoch 305/1000
0s - loss: 0.0849 - binary_accuracy: 1.0000
Epoch 306/1000
0s - loss: 0.0845 - binary_accuracy: 1.0000
Epoch 307/1000
0s - loss: 0.0840 - binary_accuracy: 1.0000
Epoch 308/1000
0s - loss: 0.0836 - binary_accuracy: 1.0000
Epoch 309/1000
0s - loss: 0.0832 - binary_accuracy: 1.0000
Epoch 310/1000
0s - loss: 0.0828 - binary_accuracy: 1.0000
Epoch 311/1000
0s - loss: 0.0824 - binary_accuracy: 1.0000
Epoch 312/1000
0s - loss: 0.0819 - binary_accuracy: 1.0000
Epoch 313/1000
0s - loss: 0.0815 - binary_accuracy: 1.0000
Epoch 314/1000
0s - loss: 0.0811 - binary_accuracy: 1.0000
Epoch 315/1000
0s - loss: 0.0807 - binary_accuracy: 1.0000
Epoch 316/1000
0s - loss: 0.0803 - binary_accuracy: 1.0000
Epoch 317/1000
0s - loss: 0.0799 - binary_accuracy: 1.0000
Epoch 318/1000
0s - loss: 0.0795 - binary_accuracy: 1.0000
Epoch 319/1000
0s - loss: 0.0791 - binary_accuracy: 1.0000
Epoch 320/1000
0s - loss: 0.0786 - binary_accuracy: 1.0000
Epoch 321/1000
0s - loss: 0.0782 - binary_accuracy: 1.0000
Epoch 322/1000
0s - loss: 0.0779 - binary_accuracy: 1.0000
Epoch 323/1000
0s - loss: 0.0775 - binary_accuracy: 1.0000
Epoch 324/1000
0s - loss: 0.0770 - binary_accuracy: 1.0000
Epoch 325/1000
0s - loss: 0.0767 - binary_accuracy: 1.0000
Epoch 326/1000
0s - loss: 0.0763 - binary_accuracy: 1.0000
Epoch 327/1000
0s - loss: 0.0759 - binary_accuracy: 1.0000
Epoch 328/1000
0s - loss: 0.0755 - binary_accuracy: 1.0000
Epoch 329/1000
0s - loss: 0.0751 - binary_accuracy: 1.0000
Epoch 330/1000
0s - loss: 0.0747 - binary_accuracy: 1.0000
Epoch 331/1000
0s - loss: 0.0743 - binary_accuracy: 1.0000
Epoch 332/1000
0s - loss: 0.0739 - binary_accuracy: 1.0000
Epoch 333/1000
0s - loss: 0.0735 - binary_accuracy: 1.0000
Epoch 334/1000
0s - loss: 0.0732 - binary_accuracy: 1.0000
Epoch 335/1000
0s - loss: 0.0728 - binary_accuracy: 1.0000
Epoch 336/1000
0s - loss: 0.0724 - binary_accuracy: 1.0000
Epoch 337/1000
0s - loss: 0.0720 - binary_accuracy: 1.0000
Epoch 338/1000
0s - loss: 0.0717 - binary_accuracy: 1.0000
Epoch 339/1000
0s - loss: 0.0713 - binary_accuracy: 1.0000
Epoch 340/1000
0s - loss: 0.0709 - binary_accuracy: 1.0000
Epoch 341/1000
0s - loss: 0.0706 - binary_accuracy: 1.0000
Epoch 342/1000
0s - loss: 0.0702 - binary_accuracy: 1.0000
Epoch 343/1000
0s - loss: 0.0698 - binary_accuracy: 1.0000
Epoch 344/1000
0s - loss: 0.0695 - binary_accuracy: 1.0000
Epoch 345/1000
0s - loss: 0.0691 - binary_accuracy: 1.0000
Epoch 346/1000
0s - loss: 0.0688 - binary_accuracy: 1.0000
Epoch 347/1000
0s - loss: 0.0684 - binary_accuracy: 1.0000
Epoch 348/1000
0s - loss: 0.0681 - binary_accuracy: 1.0000
Epoch 349/1000
0s - loss: 0.0677 - binary_accuracy: 1.0000
Epoch 350/1000
0s - loss: 0.0673 - binary_accuracy: 1.0000
Epoch 351/1000
0s - loss: 0.0670 - binary_accuracy: 1.0000
Epoch 352/1000
0s - loss: 0.0666 - binary_accuracy: 1.0000
Epoch 353/1000
0s - loss: 0.0663 - binary_accuracy: 1.0000
Epoch 354/1000
0s - loss: 0.0659 - binary_accuracy: 1.0000
Epoch 355/1000
0s - loss: 0.0656 - binary_accuracy: 1.0000
Epoch 356/1000
0s - loss: 0.0653 - binary_accuracy: 1.0000
Epoch 357/1000
0s - loss: 0.0649 - binary_accuracy: 1.0000
Epoch 358/1000
0s - loss: 0.0646 - binary_accuracy: 1.0000
Epoch 359/1000
0s - loss: 0.0642 - binary_accuracy: 1.0000
Epoch 360/1000
0s - loss: 0.0639 - binary_accuracy: 1.0000
Epoch 361/1000
0s - loss: 0.0636 - binary_accuracy: 1.0000
Epoch 362/1000
0s - loss: 0.0632 - binary_accuracy: 1.0000
Epoch 363/1000
0s - loss: 0.0629 - binary_accuracy: 1.0000
Epoch 364/1000
0s - loss: 0.0626 - binary_accuracy: 1.0000
Epoch 365/1000
0s - loss: 0.0623 - binary_accuracy: 1.0000
Epoch 366/1000
0s - loss: 0.0619 - binary_accuracy: 1.0000
Epoch 367/1000
0s - loss: 0.0616 - binary_accuracy: 1.0000
Epoch 368/1000
0s - loss: 0.0613 - binary_accuracy: 1.0000
Epoch 369/1000
0s - loss: 0.0610 - binary_accuracy: 1.0000
Epoch 370/1000
0s - loss: 0.0607 - binary_accuracy: 1.0000
Epoch 371/1000
0s - loss: 0.0603 - binary_accuracy: 1.0000
Epoch 372/1000
0s - loss: 0.0600 - binary_accuracy: 1.0000
Epoch 373/1000
0s - loss: 0.0597 - binary_accuracy: 1.0000
Epoch 374/1000
0s - loss: 0.0594 - binary_accuracy: 1.0000
Epoch 375/1000
0s - loss: 0.0591 - binary_accuracy: 1.0000
Epoch 376/1000
0s - loss: 0.0588 - binary_accuracy: 1.0000
Epoch 377/1000
0s - loss: 0.0585 - binary_accuracy: 1.0000
Epoch 378/1000
0s - loss: 0.0582 - binary_accuracy: 1.0000
Epoch 379/1000
0s - loss: 0.0579 - binary_accuracy: 1.0000
Epoch 380/1000
0s - loss: 0.0576 - binary_accuracy: 1.0000
Epoch 381/1000
0s - loss: 0.0573 - binary_accuracy: 1.0000
Epoch 382/1000
0s - loss: 0.0570 - binary_accuracy: 1.0000
Epoch 383/1000
0s - loss: 0.0567 - binary_accuracy: 1.0000
Epoch 384/1000
0s - loss: 0.0564 - binary_accuracy: 1.0000
Epoch 385/1000
0s - loss: 0.0561 - binary_accuracy: 1.0000
Epoch 386/1000
0s - loss: 0.0558 - binary_accuracy: 1.0000
Epoch 387/1000
0s - loss: 0.0555 - binary_accuracy: 1.0000
Epoch 388/1000
0s - loss: 0.0552 - binary_accuracy: 1.0000
Epoch 389/1000
0s - loss: 0.0549 - binary_accuracy: 1.0000
Epoch 390/1000
0s - loss: 0.0546 - binary_accuracy: 1.0000
Epoch 391/1000
0s - loss: 0.0543 - binary_accuracy: 1.0000
Epoch 392/1000
0s - loss: 0.0541 - binary_accuracy: 1.0000
Epoch 393/1000
0s - loss: 0.0538 - binary_accuracy: 1.0000
Epoch 394/1000
0s - loss: 0.0535 - binary_accuracy: 1.0000
Epoch 395/1000
0s - loss: 0.0532 - binary_accuracy: 1.0000
Epoch 396/1000
0s - loss: 0.0529 - binary_accuracy: 1.0000
Epoch 397/1000
0s - loss: 0.0527 - binary_accuracy: 1.0000
Epoch 398/1000
0s - loss: 0.0524 - binary_accuracy: 1.0000
Epoch 399/1000
0s - loss: 0.0521 - binary_accuracy: 1.0000
Epoch 400/1000
0s - loss: 0.0519 - binary_accuracy: 1.0000
Epoch 401/1000
0s - loss: 0.0516 - binary_accuracy: 1.0000
Epoch 402/1000
0s - loss: 0.0513 - binary_accuracy: 1.0000
Epoch 403/1000
0s - loss: 0.0511 - binary_accuracy: 1.0000
Epoch 404/1000
0s - loss: 0.0508 - binary_accuracy: 1.0000
Epoch 405/1000
0s - loss: 0.0505 - binary_accuracy: 1.0000
Epoch 406/1000
0s - loss: 0.0503 - binary_accuracy: 1.0000
Epoch 407/1000
0s - loss: 0.0500 - binary_accuracy: 1.0000
Epoch 408/1000
0s - loss: 0.0497 - binary_accuracy: 1.0000
Epoch 409/1000
0s - loss: 0.0495 - binary_accuracy: 1.0000
Epoch 410/1000
0s - loss: 0.0492 - binary_accuracy: 1.0000
Epoch 411/1000
0s - loss: 0.0490 - binary_accuracy: 1.0000
Epoch 412/1000
0s - loss: 0.0487 - binary_accuracy: 1.0000
Epoch 413/1000
0s - loss: 0.0485 - binary_accuracy: 1.0000
Epoch 414/1000
0s - loss: 0.0482 - binary_accuracy: 1.0000
Epoch 415/1000
0s - loss: 0.0480 - binary_accuracy: 1.0000
Epoch 416/1000
0s - loss: 0.0477 - binary_accuracy: 1.0000
Epoch 417/1000
0s - loss: 0.0475 - binary_accuracy: 1.0000
Epoch 418/1000
0s - loss: 0.0472 - binary_accuracy: 1.0000
Epoch 419/1000
0s - loss: 0.0470 - binary_accuracy: 1.0000
Epoch 420/1000
0s - loss: 0.0467 - binary_accuracy: 1.0000
Epoch 421/1000
0s - loss: 0.0465 - binary_accuracy: 1.0000
Epoch 422/1000
0s - loss: 0.0463 - binary_accuracy: 1.0000
Epoch 423/1000
0s - loss: 0.0460 - binary_accuracy: 1.0000
Epoch 424/1000
0s - loss: 0.0458 - binary_accuracy: 1.0000
Epoch 425/1000
0s - loss: 0.0456 - binary_accuracy: 1.0000
Epoch 426/1000
0s - loss: 0.0453 - binary_accuracy: 1.0000
Epoch 427/1000
0s - loss: 0.0451 - binary_accuracy: 1.0000
Epoch 428/1000
0s - loss: 0.0449 - binary_accuracy: 1.0000
Epoch 429/1000
0s - loss: 0.0446 - binary_accuracy: 1.0000
Epoch 430/1000
0s - loss: 0.0444 - binary_accuracy: 1.0000
Epoch 431/1000
0s - loss: 0.0442 - binary_accuracy: 1.0000
Epoch 432/1000
0s - loss: 0.0439 - binary_accuracy: 1.0000
Epoch 433/1000
0s - loss: 0.0437 - binary_accuracy: 1.0000
Epoch 434/1000
0s - loss: 0.0435 - binary_accuracy: 1.0000
Epoch 435/1000
0s - loss: 0.0433 - binary_accuracy: 1.0000
Epoch 436/1000
0s - loss: 0.0431 - binary_accuracy: 1.0000
Epoch 437/1000
0s - loss: 0.0428 - binary_accuracy: 1.0000
Epoch 438/1000
0s - loss: 0.0426 - binary_accuracy: 1.0000
Epoch 439/1000
0s - loss: 0.0424 - binary_accuracy: 1.0000
Epoch 440/1000
0s - loss: 0.0422 - binary_accuracy: 1.0000
Epoch 441/1000
0s - loss: 0.0420 - binary_accuracy: 1.0000
Epoch 442/1000
0s - loss: 0.0418 - binary_accuracy: 1.0000
Epoch 443/1000
0s - loss: 0.0416 - binary_accuracy: 1.0000
Epoch 444/1000
0s - loss: 0.0413 - binary_accuracy: 1.0000
Epoch 445/1000
0s - loss: 0.0411 - binary_accuracy: 1.0000
Epoch 446/1000
0s - loss: 0.0409 - binary_accuracy: 1.0000
Epoch 447/1000
0s - loss: 0.0407 - binary_accuracy: 1.0000
Epoch 448/1000
0s - loss: 0.0405 - binary_accuracy: 1.0000
Epoch 449/1000
0s - loss: 0.0403 - binary_accuracy: 1.0000
Epoch 450/1000
0s - loss: 0.0401 - binary_accuracy: 1.0000
Epoch 451/1000
0s - loss: 0.0399 - binary_accuracy: 1.0000
Epoch 452/1000
0s - loss: 0.0397 - binary_accuracy: 1.0000
Epoch 453/1000
0s - loss: 0.0395 - binary_accuracy: 1.0000
Epoch 454/1000
0s - loss: 0.0393 - binary_accuracy: 1.0000
Epoch 455/1000
0s - loss: 0.0391 - binary_accuracy: 1.0000
Epoch 456/1000
0s - loss: 0.0389 - binary_accuracy: 1.0000
Epoch 457/1000
0s - loss: 0.0387 - binary_accuracy: 1.0000
Epoch 458/1000
0s - loss: 0.0385 - binary_accuracy: 1.0000
Epoch 459/1000
0s - loss: 0.0383 - binary_accuracy: 1.0000
Epoch 460/1000
0s - loss: 0.0381 - binary_accuracy: 1.0000
Epoch 461/1000
0s - loss: 0.0380 - binary_accuracy: 1.0000
Epoch 462/1000
0s - loss: 0.0378 - binary_accuracy: 1.0000
Epoch 463/1000
0s - loss: 0.0376 - binary_accuracy: 1.0000
Epoch 464/1000
0s - loss: 0.0374 - binary_accuracy: 1.0000
Epoch 465/1000
0s - loss: 0.0372 - binary_accuracy: 1.0000
Epoch 466/1000
0s - loss: 0.0370 - binary_accuracy: 1.0000
Epoch 467/1000
0s - loss: 0.0368 - binary_accuracy: 1.0000
Epoch 468/1000
0s - loss: 0.0367 - binary_accuracy: 1.0000
Epoch 469/1000
0s - loss: 0.0365 - binary_accuracy: 1.0000
Epoch 470/1000
0s - loss: 0.0363 - binary_accuracy: 1.0000
Epoch 471/1000
0s - loss: 0.0361 - binary_accuracy: 1.0000
Epoch 472/1000
0s - loss: 0.0359 - binary_accuracy: 1.0000
Epoch 473/1000
0s - loss: 0.0357 - binary_accuracy: 1.0000
Epoch 474/1000
0s - loss: 0.0356 - binary_accuracy: 1.0000
Epoch 475/1000
0s - loss: 0.0354 - binary_accuracy: 1.0000
Epoch 476/1000
0s - loss: 0.0352 - binary_accuracy: 1.0000
Epoch 477/1000
0s - loss: 0.0351 - binary_accuracy: 1.0000
Epoch 478/1000
0s - loss: 0.0349 - binary_accuracy: 1.0000
Epoch 479/1000
0s - loss: 0.0347 - binary_accuracy: 1.0000
Epoch 480/1000
0s - loss: 0.0345 - binary_accuracy: 1.0000
Epoch 481/1000
0s - loss: 0.0344 - binary_accuracy: 1.0000
Epoch 482/1000
0s - loss: 0.0342 - binary_accuracy: 1.0000
Epoch 483/1000
0s - loss: 0.0340 - binary_accuracy: 1.0000
Epoch 484/1000
0s - loss: 0.0339 - binary_accuracy: 1.0000
Epoch 485/1000
0s - loss: 0.0337 - binary_accuracy: 1.0000
Epoch 486/1000
0s - loss: 0.0335 - binary_accuracy: 1.0000
Epoch 487/1000
0s - loss: 0.0334 - binary_accuracy: 1.0000
Epoch 488/1000
0s - loss: 0.0332 - binary_accuracy: 1.0000
Epoch 489/1000
0s - loss: 0.0331 - binary_accuracy: 1.0000
Epoch 490/1000
0s - loss: 0.0329 - binary_accuracy: 1.0000
Epoch 491/1000
0s - loss: 0.0327 - binary_accuracy: 1.0000
Epoch 492/1000
0s - loss: 0.0326 - binary_accuracy: 1.0000
Epoch 493/1000
0s - loss: 0.0324 - binary_accuracy: 1.0000
Epoch 494/1000
0s - loss: 0.0323 - binary_accuracy: 1.0000
Epoch 495/1000
0s - loss: 0.0321 - binary_accuracy: 1.0000
Epoch 496/1000
0s - loss: 0.0320 - binary_accuracy: 1.0000
Epoch 497/1000
0s - loss: 0.0318 - binary_accuracy: 1.0000
Epoch 498/1000
0s - loss: 0.0316 - binary_accuracy: 1.0000
Epoch 499/1000
0s - loss: 0.0315 - binary_accuracy: 1.0000
Epoch 500/1000
0s - loss: 0.0313 - binary_accuracy: 1.0000
Epoch 501/1000
0s - loss: 0.0312 - binary_accuracy: 1.0000
Epoch 502/1000
0s - loss: 0.0310 - binary_accuracy: 1.0000
Epoch 503/1000
0s - loss: 0.0309 - binary_accuracy: 1.0000
Epoch 504/1000
0s - loss: 0.0307 - binary_accuracy: 1.0000
Epoch 505/1000
0s - loss: 0.0306 - binary_accuracy: 1.0000
Epoch 506/1000
0s - loss: 0.0305 - binary_accuracy: 1.0000
Epoch 507/1000
0s - loss: 0.0303 - binary_accuracy: 1.0000
Epoch 508/1000
0s - loss: 0.0302 - binary_accuracy: 1.0000
Epoch 509/1000
0s - loss: 0.0300 - binary_accuracy: 1.0000
Epoch 510/1000
0s - loss: 0.0299 - binary_accuracy: 1.0000
Epoch 511/1000
0s - loss: 0.0297 - binary_accuracy: 1.0000
Epoch 512/1000
0s - loss: 0.0296 - binary_accuracy: 1.0000
Epoch 513/1000
0s - loss: 0.0295 - binary_accuracy: 1.0000
Epoch 514/1000
0s - loss: 0.0293 - binary_accuracy: 1.0000
Epoch 515/1000
0s - loss: 0.0292 - binary_accuracy: 1.0000
Epoch 516/1000
0s - loss: 0.0290 - binary_accuracy: 1.0000
Epoch 517/1000
0s - loss: 0.0289 - binary_accuracy: 1.0000
Epoch 518/1000
0s - loss: 0.0288 - binary_accuracy: 1.0000
Epoch 519/1000
0s - loss: 0.0286 - binary_accuracy: 1.0000
Epoch 520/1000
0s - loss: 0.0285 - binary_accuracy: 1.0000
Epoch 521/1000
0s - loss: 0.0284 - binary_accuracy: 1.0000
Epoch 522/1000
0s - loss: 0.0282 - binary_accuracy: 1.0000
Epoch 523/1000
0s - loss: 0.0281 - binary_accuracy: 1.0000
Epoch 524/1000
0s - loss: 0.0280 - binary_accuracy: 1.0000
Epoch 525/1000
0s - loss: 0.0278 - binary_accuracy: 1.0000
Epoch 526/1000
0s - loss: 0.0277 - binary_accuracy: 1.0000
Epoch 527/1000
0s - loss: 0.0276 - binary_accuracy: 1.0000
Epoch 528/1000
0s - loss: 0.0275 - binary_accuracy: 1.0000
Epoch 529/1000
0s - loss: 0.0273 - binary_accuracy: 1.0000
Epoch 530/1000
0s - loss: 0.0272 - binary_accuracy: 1.0000
Epoch 531/1000
0s - loss: 0.0271 - binary_accuracy: 1.0000
Epoch 532/1000
0s - loss: 0.0269 - binary_accuracy: 1.0000
Epoch 533/1000
0s - loss: 0.0268 - binary_accuracy: 1.0000
Epoch 534/1000
0s - loss: 0.0267 - binary_accuracy: 1.0000
Epoch 535/1000
0s - loss: 0.0266 - binary_accuracy: 1.0000
Epoch 536/1000
0s - loss: 0.0265 - binary_accuracy: 1.0000
Epoch 537/1000
0s - loss: 0.0263 - binary_accuracy: 1.0000
Epoch 538/1000
0s - loss: 0.0262 - binary_accuracy: 1.0000
Epoch 539/1000
0s - loss: 0.0261 - binary_accuracy: 1.0000
Epoch 540/1000
0s - loss: 0.0260 - binary_accuracy: 1.0000
Epoch 541/1000
0s - loss: 0.0259 - binary_accuracy: 1.0000
Epoch 542/1000
0s - loss: 0.0257 - binary_accuracy: 1.0000
Epoch 543/1000
0s - loss: 0.0256 - binary_accuracy: 1.0000
Epoch 544/1000
0s - loss: 0.0255 - binary_accuracy: 1.0000
Epoch 545/1000
0s - loss: 0.0254 - binary_accuracy: 1.0000
Epoch 546/1000
0s - loss: 0.0253 - binary_accuracy: 1.0000
Epoch 547/1000
0s - loss: 0.0252 - binary_accuracy: 1.0000
Epoch 548/1000
0s - loss: 0.0250 - binary_accuracy: 1.0000
Epoch 549/1000
0s - loss: 0.0249 - binary_accuracy: 1.0000
Epoch 550/1000
0s - loss: 0.0248 - binary_accuracy: 1.0000
Epoch 551/1000
0s - loss: 0.0247 - binary_accuracy: 1.0000
Epoch 552/1000
0s - loss: 0.0246 - binary_accuracy: 1.0000
Epoch 553/1000
0s - loss: 0.0245 - binary_accuracy: 1.0000
Epoch 554/1000
0s - loss: 0.0244 - binary_accuracy: 1.0000
Epoch 555/1000
0s - loss: 0.0243 - binary_accuracy: 1.0000
Epoch 556/1000
0s - loss: 0.0241 - binary_accuracy: 1.0000
Epoch 557/1000
0s - loss: 0.0240 - binary_accuracy: 1.0000
Epoch 558/1000
0s - loss: 0.0239 - binary_accuracy: 1.0000
Epoch 559/1000
0s - loss: 0.0238 - binary_accuracy: 1.0000
Epoch 560/1000
0s - loss: 0.0237 - binary_accuracy: 1.0000
Epoch 561/1000
0s - loss: 0.0236 - binary_accuracy: 1.0000
Epoch 562/1000
0s - loss: 0.0235 - binary_accuracy: 1.0000
Epoch 563/1000
0s - loss: 0.0234 - binary_accuracy: 1.0000
Epoch 564/1000
0s - loss: 0.0233 - binary_accuracy: 1.0000
Epoch 565/1000
0s - loss: 0.0232 - binary_accuracy: 1.0000
Epoch 566/1000
0s - loss: 0.0231 - binary_accuracy: 1.0000
Epoch 567/1000
0s - loss: 0.0230 - binary_accuracy: 1.0000
Epoch 568/1000
0s - loss: 0.0229 - binary_accuracy: 1.0000
Epoch 569/1000
0s - loss: 0.0228 - binary_accuracy: 1.0000
Epoch 570/1000
0s - loss: 0.0227 - binary_accuracy: 1.0000
Epoch 571/1000
0s - loss: 0.0226 - binary_accuracy: 1.0000
Epoch 572/1000
0s - loss: 0.0225 - binary_accuracy: 1.0000
Epoch 573/1000
0s - loss: 0.0224 - binary_accuracy: 1.0000
Epoch 574/1000
0s - loss: 0.0223 - binary_accuracy: 1.0000
Epoch 575/1000
0s - loss: 0.0222 - binary_accuracy: 1.0000
Epoch 576/1000
0s - loss: 0.0221 - binary_accuracy: 1.0000
Epoch 577/1000
0s - loss: 0.0220 - binary_accuracy: 1.0000
Epoch 578/1000
0s - loss: 0.0219 - binary_accuracy: 1.0000
Epoch 579/1000
0s - loss: 0.0218 - binary_accuracy: 1.0000
Epoch 580/1000
0s - loss: 0.0217 - binary_accuracy: 1.0000
Epoch 581/1000
0s - loss: 0.0216 - binary_accuracy: 1.0000
Epoch 582/1000
0s - loss: 0.0215 - binary_accuracy: 1.0000
Epoch 583/1000
0s - loss: 0.0214 - binary_accuracy: 1.0000
Epoch 584/1000
0s - loss: 0.0213 - binary_accuracy: 1.0000
Epoch 585/1000
0s - loss: 0.0213 - binary_accuracy: 1.0000
Epoch 586/1000
0s - loss: 0.0212 - binary_accuracy: 1.0000
Epoch 587/1000
0s - loss: 0.0211 - binary_accuracy: 1.0000
Epoch 588/1000
0s - loss: 0.0210 - binary_accuracy: 1.0000
Epoch 589/1000
0s - loss: 0.0209 - binary_accuracy: 1.0000
Epoch 590/1000
0s - loss: 0.0208 - binary_accuracy: 1.0000
Epoch 591/1000
0s - loss: 0.0207 - binary_accuracy: 1.0000
Epoch 592/1000
0s - loss: 0.0206 - binary_accuracy: 1.0000
Epoch 593/1000
0s - loss: 0.0205 - binary_accuracy: 1.0000
Epoch 594/1000
0s - loss: 0.0204 - binary_accuracy: 1.0000
Epoch 595/1000
0s - loss: 0.0204 - binary_accuracy: 1.0000
Epoch 596/1000
0s - loss: 0.0203 - binary_accuracy: 1.0000
Epoch 597/1000
0s - loss: 0.0202 - binary_accuracy: 1.0000
Epoch 598/1000
0s - loss: 0.0201 - binary_accuracy: 1.0000
Epoch 599/1000
0s - loss: 0.0200 - binary_accuracy: 1.0000
Epoch 600/1000
0s - loss: 0.0199 - binary_accuracy: 1.0000
Epoch 601/1000
0s - loss: 0.0198 - binary_accuracy: 1.0000
Epoch 602/1000
0s - loss: 0.0198 - binary_accuracy: 1.0000
Epoch 603/1000
0s - loss: 0.0197 - binary_accuracy: 1.0000
Epoch 604/1000
0s - loss: 0.0196 - binary_accuracy: 1.0000
Epoch 605/1000
0s - loss: 0.0195 - binary_accuracy: 1.0000
Epoch 606/1000
0s - loss: 0.0194 - binary_accuracy: 1.0000
Epoch 607/1000
0s - loss: 0.0193 - binary_accuracy: 1.0000
Epoch 608/1000
0s - loss: 0.0193 - binary_accuracy: 1.0000
Epoch 609/1000
0s - loss: 0.0192 - binary_accuracy: 1.0000
Epoch 610/1000
0s - loss: 0.0191 - binary_accuracy: 1.0000
Epoch 611/1000
0s - loss: 0.0190 - binary_accuracy: 1.0000
Epoch 612/1000
0s - loss: 0.0189 - binary_accuracy: 1.0000
Epoch 613/1000
0s - loss: 0.0189 - binary_accuracy: 1.0000
Epoch 614/1000
0s - loss: 0.0188 - binary_accuracy: 1.0000
Epoch 615/1000
0s - loss: 0.0187 - binary_accuracy: 1.0000
Epoch 616/1000
0s - loss: 0.0186 - binary_accuracy: 1.0000
Epoch 617/1000
0s - loss: 0.0186 - binary_accuracy: 1.0000
Epoch 618/1000
0s - loss: 0.0185 - binary_accuracy: 1.0000
Epoch 619/1000
0s - loss: 0.0184 - binary_accuracy: 1.0000
Epoch 620/1000
0s - loss: 0.0183 - binary_accuracy: 1.0000
Epoch 621/1000
0s - loss: 0.0183 - binary_accuracy: 1.0000
Epoch 622/1000
0s - loss: 0.0182 - binary_accuracy: 1.0000
Epoch 623/1000
0s - loss: 0.0181 - binary_accuracy: 1.0000
Epoch 624/1000
0s - loss: 0.0180 - binary_accuracy: 1.0000
Epoch 625/1000
0s - loss: 0.0180 - binary_accuracy: 1.0000
Epoch 626/1000
0s - loss: 0.0179 - binary_accuracy: 1.0000
Epoch 627/1000
0s - loss: 0.0178 - binary_accuracy: 1.0000
Epoch 628/1000
0s - loss: 0.0177 - binary_accuracy: 1.0000
Epoch 629/1000
0s - loss: 0.0177 - binary_accuracy: 1.0000
Epoch 630/1000
0s - loss: 0.0176 - binary_accuracy: 1.0000
Epoch 631/1000
0s - loss: 0.0175 - binary_accuracy: 1.0000
Epoch 632/1000
0s - loss: 0.0175 - binary_accuracy: 1.0000
Epoch 633/1000
0s - loss: 0.0174 - binary_accuracy: 1.0000
Epoch 634/1000
0s - loss: 0.0173 - binary_accuracy: 1.0000
Epoch 635/1000
0s - loss: 0.0172 - binary_accuracy: 1.0000
Epoch 636/1000
0s - loss: 0.0172 - binary_accuracy: 1.0000
Epoch 637/1000
0s - loss: 0.0171 - binary_accuracy: 1.0000
Epoch 638/1000
0s - loss: 0.0170 - binary_accuracy: 1.0000
Epoch 639/1000
0s - loss: 0.0170 - binary_accuracy: 1.0000
Epoch 640/1000
0s - loss: 0.0169 - binary_accuracy: 1.0000
Epoch 641/1000
0s - loss: 0.0168 - binary_accuracy: 1.0000
Epoch 642/1000
0s - loss: 0.0168 - binary_accuracy: 1.0000
Epoch 643/1000
0s - loss: 0.0167 - binary_accuracy: 1.0000
Epoch 644/1000
0s - loss: 0.0166 - binary_accuracy: 1.0000
Epoch 645/1000
0s - loss: 0.0166 - binary_accuracy: 1.0000
Epoch 646/1000
0s - loss: 0.0165 - binary_accuracy: 1.0000
Epoch 647/1000
0s - loss: 0.0164 - binary_accuracy: 1.0000
Epoch 648/1000
0s - loss: 0.0164 - binary_accuracy: 1.0000
Epoch 649/1000
0s - loss: 0.0163 - binary_accuracy: 1.0000
Epoch 650/1000
0s - loss: 0.0162 - binary_accuracy: 1.0000
Epoch 651/1000
0s - loss: 0.0162 - binary_accuracy: 1.0000
Epoch 652/1000
0s - loss: 0.0161 - binary_accuracy: 1.0000
Epoch 653/1000
0s - loss: 0.0160 - binary_accuracy: 1.0000
Epoch 654/1000
0s - loss: 0.0160 - binary_accuracy: 1.0000
Epoch 655/1000
0s - loss: 0.0159 - binary_accuracy: 1.0000
Epoch 656/1000
0s - loss: 0.0159 - binary_accuracy: 1.0000
Epoch 657/1000
0s - loss: 0.0158 - binary_accuracy: 1.0000
Epoch 658/1000
0s - loss: 0.0157 - binary_accuracy: 1.0000
Epoch 659/1000
0s - loss: 0.0157 - binary_accuracy: 1.0000
Epoch 660/1000
0s - loss: 0.0156 - binary_accuracy: 1.0000
Epoch 661/1000
0s - loss: 0.0156 - binary_accuracy: 1.0000
Epoch 662/1000
0s - loss: 0.0155 - binary_accuracy: 1.0000
Epoch 663/1000
0s - loss: 0.0154 - binary_accuracy: 1.0000
Epoch 664/1000
0s - loss: 0.0154 - binary_accuracy: 1.0000
Epoch 665/1000
0s - loss: 0.0153 - binary_accuracy: 1.0000
Epoch 666/1000
0s - loss: 0.0153 - binary_accuracy: 1.0000
Epoch 667/1000
0s - loss: 0.0152 - binary_accuracy: 1.0000
Epoch 668/1000
0s - loss: 0.0151 - binary_accuracy: 1.0000
Epoch 669/1000
0s - loss: 0.0151 - binary_accuracy: 1.0000
Epoch 670/1000
0s - loss: 0.0150 - binary_accuracy: 1.0000
Epoch 671/1000
0s - loss: 0.0150 - binary_accuracy: 1.0000
Epoch 672/1000
0s - loss: 0.0149 - binary_accuracy: 1.0000
Epoch 673/1000
0s - loss: 0.0148 - binary_accuracy: 1.0000
Epoch 674/1000
0s - loss: 0.0148 - binary_accuracy: 1.0000
Epoch 675/1000
0s - loss: 0.0147 - binary_accuracy: 1.0000
Epoch 676/1000
0s - loss: 0.0147 - binary_accuracy: 1.0000
Epoch 677/1000
0s - loss: 0.0146 - binary_accuracy: 1.0000
Epoch 678/1000
0s - loss: 0.0146 - binary_accuracy: 1.0000
Epoch 679/1000
0s - loss: 0.0145 - binary_accuracy: 1.0000
Epoch 680/1000
0s - loss: 0.0145 - binary_accuracy: 1.0000
Epoch 681/1000
0s - loss: 0.0144 - binary_accuracy: 1.0000
Epoch 682/1000
0s - loss: 0.0143 - binary_accuracy: 1.0000
Epoch 683/1000
0s - loss: 0.0143 - binary_accuracy: 1.0000
Epoch 684/1000
0s - loss: 0.0142 - binary_accuracy: 1.0000
Epoch 685/1000
0s - loss: 0.0142 - binary_accuracy: 1.0000
Epoch 686/1000
0s - loss: 0.0141 - binary_accuracy: 1.0000
Epoch 687/1000
0s - loss: 0.0141 - binary_accuracy: 1.0000
Epoch 688/1000
0s - loss: 0.0140 - binary_accuracy: 1.0000
Epoch 689/1000
0s - loss: 0.0140 - binary_accuracy: 1.0000
Epoch 690/1000
0s - loss: 0.0139 - binary_accuracy: 1.0000
Epoch 691/1000
0s - loss: 0.0139 - binary_accuracy: 1.0000
Epoch 692/1000
0s - loss: 0.0138 - binary_accuracy: 1.0000
Epoch 693/1000
0s - loss: 0.0138 - binary_accuracy: 1.0000
Epoch 694/1000
0s - loss: 0.0137 - binary_accuracy: 1.0000
Epoch 695/1000
0s - loss: 0.0137 - binary_accuracy: 1.0000
Epoch 696/1000
0s - loss: 0.0136 - binary_accuracy: 1.0000
Epoch 697/1000
0s - loss: 0.0136 - binary_accuracy: 1.0000
Epoch 698/1000
0s - loss: 0.0135 - binary_accuracy: 1.0000
Epoch 699/1000
0s - loss: 0.0135 - binary_accuracy: 1.0000
Epoch 700/1000
0s - loss: 0.0134 - binary_accuracy: 1.0000
Epoch 701/1000
0s - loss: 0.0134 - binary_accuracy: 1.0000
Epoch 702/1000
0s - loss: 0.0133 - binary_accuracy: 1.0000
Epoch 703/1000
0s - loss: 0.0133 - binary_accuracy: 1.0000
Epoch 704/1000
0s - loss: 0.0132 - binary_accuracy: 1.0000
Epoch 705/1000
0s - loss: 0.0132 - binary_accuracy: 1.0000
Epoch 706/1000
0s - loss: 0.0131 - binary_accuracy: 1.0000
Epoch 707/1000
0s - loss: 0.0131 - binary_accuracy: 1.0000
Epoch 708/1000
0s - loss: 0.0130 - binary_accuracy: 1.0000
Epoch 709/1000
0s - loss: 0.0130 - binary_accuracy: 1.0000
Epoch 710/1000
0s - loss: 0.0129 - binary_accuracy: 1.0000
Epoch 711/1000
0s - loss: 0.0129 - binary_accuracy: 1.0000
Epoch 712/1000
0s - loss: 0.0128 - binary_accuracy: 1.0000
Epoch 713/1000
0s - loss: 0.0128 - binary_accuracy: 1.0000
Epoch 714/1000
0s - loss: 0.0127 - binary_accuracy: 1.0000
Epoch 715/1000
0s - loss: 0.0127 - binary_accuracy: 1.0000
Epoch 716/1000
0s - loss: 0.0126 - binary_accuracy: 1.0000
Epoch 717/1000
0s - loss: 0.0126 - binary_accuracy: 1.0000
Epoch 718/1000
0s - loss: 0.0126 - binary_accuracy: 1.0000
Epoch 719/1000
0s - loss: 0.0125 - binary_accuracy: 1.0000
Epoch 720/1000
0s - loss: 0.0125 - binary_accuracy: 1.0000
Epoch 721/1000
0s - loss: 0.0124 - binary_accuracy: 1.0000
Epoch 722/1000
0s - loss: 0.0124 - binary_accuracy: 1.0000
Epoch 723/1000
0s - loss: 0.0123 - binary_accuracy: 1.0000
Epoch 724/1000
0s - loss: 0.0123 - binary_accuracy: 1.0000
Epoch 725/1000
0s - loss: 0.0122 - binary_accuracy: 1.0000
Epoch 726/1000
0s - loss: 0.0122 - binary_accuracy: 1.0000
Epoch 727/1000
0s - loss: 0.0122 - binary_accuracy: 1.0000
Epoch 728/1000
0s - loss: 0.0121 - binary_accuracy: 1.0000
Epoch 729/1000
0s - loss: 0.0121 - binary_accuracy: 1.0000
Epoch 730/1000
0s - loss: 0.0120 - binary_accuracy: 1.0000
Epoch 731/1000
0s - loss: 0.0120 - binary_accuracy: 1.0000
Epoch 732/1000
0s - loss: 0.0119 - binary_accuracy: 1.0000
Epoch 733/1000
0s - loss: 0.0119 - binary_accuracy: 1.0000
Epoch 734/1000
0s - loss: 0.0119 - binary_accuracy: 1.0000
Epoch 735/1000
0s - loss: 0.0118 - binary_accuracy: 1.0000
Epoch 736/1000
0s - loss: 0.0118 - binary_accuracy: 1.0000
Epoch 737/1000
0s - loss: 0.0117 - binary_accuracy: 1.0000
Epoch 738/1000
0s - loss: 0.0117 - binary_accuracy: 1.0000
Epoch 739/1000
0s - loss: 0.0117 - binary_accuracy: 1.0000
Epoch 740/1000
0s - loss: 0.0116 - binary_accuracy: 1.0000
Epoch 741/1000
0s - loss: 0.0116 - binary_accuracy: 1.0000
Epoch 742/1000
0s - loss: 0.0115 - binary_accuracy: 1.0000
Epoch 743/1000
0s - loss: 0.0115 - binary_accuracy: 1.0000
Epoch 744/1000
0s - loss: 0.0115 - binary_accuracy: 1.0000
Epoch 745/1000
0s - loss: 0.0114 - binary_accuracy: 1.0000
Epoch 746/1000
0s - loss: 0.0114 - binary_accuracy: 1.0000
Epoch 747/1000
0s - loss: 0.0113 - binary_accuracy: 1.0000
Epoch 748/1000
0s - loss: 0.0113 - binary_accuracy: 1.0000
Epoch 749/1000
0s - loss: 0.0113 - binary_accuracy: 1.0000
Epoch 750/1000
0s - loss: 0.0112 - binary_accuracy: 1.0000
Epoch 751/1000
0s - loss: 0.0112 - binary_accuracy: 1.0000
Epoch 752/1000
0s - loss: 0.0111 - binary_accuracy: 1.0000
Epoch 753/1000
0s - loss: 0.0111 - binary_accuracy: 1.0000
Epoch 754/1000
0s - loss: 0.0111 - binary_accuracy: 1.0000
Epoch 755/1000
0s - loss: 0.0110 - binary_accuracy: 1.0000
Epoch 756/1000
0s - loss: 0.0110 - binary_accuracy: 1.0000
Epoch 757/1000
0s - loss: 0.0109 - binary_accuracy: 1.0000
Epoch 758/1000
0s - loss: 0.0109 - binary_accuracy: 1.0000
Epoch 759/1000
0s - loss: 0.0109 - binary_accuracy: 1.0000
Epoch 760/1000
0s - loss: 0.0108 - binary_accuracy: 1.0000
Epoch 761/1000
0s - loss: 0.0108 - binary_accuracy: 1.0000
Epoch 762/1000
0s - loss: 0.0108 - binary_accuracy: 1.0000
Epoch 763/1000
0s - loss: 0.0107 - binary_accuracy: 1.0000
Epoch 764/1000
0s - loss: 0.0107 - binary_accuracy: 1.0000
Epoch 765/1000
0s - loss: 0.0107 - binary_accuracy: 1.0000
Epoch 766/1000
0s - loss: 0.0106 - binary_accuracy: 1.0000
Epoch 767/1000
0s - loss: 0.0106 - binary_accuracy: 1.0000
Epoch 768/1000
0s - loss: 0.0105 - binary_accuracy: 1.0000
Epoch 769/1000
0s - loss: 0.0105 - binary_accuracy: 1.0000
Epoch 770/1000
0s - loss: 0.0105 - binary_accuracy: 1.0000
Epoch 771/1000
0s - loss: 0.0104 - binary_accuracy: 1.0000
Epoch 772/1000
0s - loss: 0.0104 - binary_accuracy: 1.0000
Epoch 773/1000
0s - loss: 0.0104 - binary_accuracy: 1.0000
Epoch 774/1000
0s - loss: 0.0103 - binary_accuracy: 1.0000
Epoch 775/1000
0s - loss: 0.0103 - binary_accuracy: 1.0000
Epoch 776/1000
0s - loss: 0.0103 - binary_accuracy: 1.0000
Epoch 777/1000
0s - loss: 0.0102 - binary_accuracy: 1.0000
Epoch 778/1000
0s - loss: 0.0102 - binary_accuracy: 1.0000
Epoch 779/1000
0s - loss: 0.0102 - binary_accuracy: 1.0000
Epoch 780/1000
0s - loss: 0.0101 - binary_accuracy: 1.0000
Epoch 781/1000
0s - loss: 0.0101 - binary_accuracy: 1.0000
Epoch 782/1000
0s - loss: 0.0101 - binary_accuracy: 1.0000
Epoch 783/1000
0s - loss: 0.0100 - binary_accuracy: 1.0000
Epoch 784/1000
0s - loss: 0.0100 - binary_accuracy: 1.0000
Epoch 785/1000
0s - loss: 0.0100 - binary_accuracy: 1.0000
Epoch 786/1000
0s - loss: 0.0099 - binary_accuracy: 1.0000
Epoch 787/1000
0s - loss: 0.0099 - binary_accuracy: 1.0000
Epoch 788/1000
0s - loss: 0.0099 - binary_accuracy: 1.0000
Epoch 789/1000
0s - loss: 0.0098 - binary_accuracy: 1.0000
Epoch 790/1000
0s - loss: 0.0098 - binary_accuracy: 1.0000
Epoch 791/1000
0s - loss: 0.0098 - binary_accuracy: 1.0000
Epoch 792/1000
0s - loss: 0.0097 - binary_accuracy: 1.0000
Epoch 793/1000
0s - loss: 0.0097 - binary_accuracy: 1.0000
Epoch 794/1000
0s - loss: 0.0097 - binary_accuracy: 1.0000
Epoch 795/1000
0s - loss: 0.0096 - binary_accuracy: 1.0000
Epoch 796/1000
0s - loss: 0.0096 - binary_accuracy: 1.0000
Epoch 797/1000
0s - loss: 0.0096 - binary_accuracy: 1.0000
Epoch 798/1000
0s - loss: 0.0096 - binary_accuracy: 1.0000
Epoch 799/1000
0s - loss: 0.0095 - binary_accuracy: 1.0000
Epoch 800/1000
0s - loss: 0.0095 - binary_accuracy: 1.0000
Epoch 801/1000
0s - loss: 0.0095 - binary_accuracy: 1.0000
Epoch 802/1000
0s - loss: 0.0094 - binary_accuracy: 1.0000
Epoch 803/1000
0s - loss: 0.0094 - binary_accuracy: 1.0000
Epoch 804/1000
0s - loss: 0.0094 - binary_accuracy: 1.0000
Epoch 805/1000
0s - loss: 0.0093 - binary_accuracy: 1.0000
Epoch 806/1000
0s - loss: 0.0093 - binary_accuracy: 1.0000
Epoch 807/1000
0s - loss: 0.0093 - binary_accuracy: 1.0000
Epoch 808/1000
0s - loss: 0.0092 - binary_accuracy: 1.0000
Epoch 809/1000
0s - loss: 0.0092 - binary_accuracy: 1.0000
Epoch 810/1000
0s - loss: 0.0092 - binary_accuracy: 1.0000
Epoch 811/1000
0s - loss: 0.0092 - binary_accuracy: 1.0000
Epoch 812/1000
0s - loss: 0.0091 - binary_accuracy: 1.0000
Epoch 813/1000
0s - loss: 0.0091 - binary_accuracy: 1.0000
Epoch 814/1000
0s - loss: 0.0091 - binary_accuracy: 1.0000
Epoch 815/1000
0s - loss: 0.0090 - binary_accuracy: 1.0000
Epoch 816/1000
0s - loss: 0.0090 - binary_accuracy: 1.0000
Epoch 817/1000
0s - loss: 0.0090 - binary_accuracy: 1.0000
Epoch 818/1000
0s - loss: 0.0090 - binary_accuracy: 1.0000
Epoch 819/1000
0s - loss: 0.0089 - binary_accuracy: 1.0000
Epoch 820/1000
0s - loss: 0.0089 - binary_accuracy: 1.0000
Epoch 821/1000
0s - loss: 0.0089 - binary_accuracy: 1.0000
Epoch 822/1000
0s - loss: 0.0088 - binary_accuracy: 1.0000
Epoch 823/1000
0s - loss: 0.0088 - binary_accuracy: 1.0000
Epoch 824/1000
0s - loss: 0.0088 - binary_accuracy: 1.0000
Epoch 825/1000
0s - loss: 0.0088 - binary_accuracy: 1.0000
Epoch 826/1000
0s - loss: 0.0087 - binary_accuracy: 1.0000
Epoch 827/1000
0s - loss: 0.0087 - binary_accuracy: 1.0000
Epoch 828/1000
0s - loss: 0.0087 - binary_accuracy: 1.0000
Epoch 829/1000
0s - loss: 0.0087 - binary_accuracy: 1.0000
Epoch 830/1000
0s - loss: 0.0086 - binary_accuracy: 1.0000
Epoch 831/1000
0s - loss: 0.0086 - binary_accuracy: 1.0000
Epoch 832/1000
0s - loss: 0.0086 - binary_accuracy: 1.0000
Epoch 833/1000
0s - loss: 0.0085 - binary_accuracy: 1.0000
Epoch 834/1000
0s - loss: 0.0085 - binary_accuracy: 1.0000
Epoch 835/1000
0s - loss: 0.0085 - binary_accuracy: 1.0000
Epoch 836/1000
0s - loss: 0.0085 - binary_accuracy: 1.0000
Epoch 837/1000
0s - loss: 0.0084 - binary_accuracy: 1.0000
Epoch 838/1000
0s - loss: 0.0084 - binary_accuracy: 1.0000
Epoch 839/1000
0s - loss: 0.0084 - binary_accuracy: 1.0000
Epoch 840/1000
0s - loss: 0.0084 - binary_accuracy: 1.0000
Epoch 841/1000
0s - loss: 0.0083 - binary_accuracy: 1.0000
Epoch 842/1000
0s - loss: 0.0083 - binary_accuracy: 1.0000
Epoch 843/1000
0s - loss: 0.0083 - binary_accuracy: 1.0000
Epoch 844/1000
0s - loss: 0.0083 - binary_accuracy: 1.0000
Epoch 845/1000
0s - loss: 0.0082 - binary_accuracy: 1.0000
Epoch 846/1000
0s - loss: 0.0082 - binary_accuracy: 1.0000
Epoch 847/1000
0s - loss: 0.0082 - binary_accuracy: 1.0000
Epoch 848/1000
0s - loss: 0.0082 - binary_accuracy: 1.0000
Epoch 849/1000
0s - loss: 0.0081 - binary_accuracy: 1.0000
Epoch 850/1000
0s - loss: 0.0081 - binary_accuracy: 1.0000
Epoch 851/1000
0s - loss: 0.0081 - binary_accuracy: 1.0000
Epoch 852/1000
0s - loss: 0.0081 - binary_accuracy: 1.0000
Epoch 853/1000
0s - loss: 0.0080 - binary_accuracy: 1.0000
Epoch 854/1000
0s - loss: 0.0080 - binary_accuracy: 1.0000
Epoch 855/1000
0s - loss: 0.0080 - binary_accuracy: 1.0000
Epoch 856/1000
0s - loss: 0.0080 - binary_accuracy: 1.0000
Epoch 857/1000
0s - loss: 0.0079 - binary_accuracy: 1.0000
Epoch 858/1000
0s - loss: 0.0079 - binary_accuracy: 1.0000
Epoch 859/1000
0s - loss: 0.0079 - binary_accuracy: 1.0000
Epoch 860/1000
0s - loss: 0.0079 - binary_accuracy: 1.0000
Epoch 861/1000
0s - loss: 0.0078 - binary_accuracy: 1.0000
Epoch 862/1000
0s - loss: 0.0078 - binary_accuracy: 1.0000
Epoch 863/1000
0s - loss: 0.0078 - binary_accuracy: 1.0000
Epoch 864/1000
0s - loss: 0.0078 - binary_accuracy: 1.0000
Epoch 865/1000
0s - loss: 0.0078 - binary_accuracy: 1.0000
Epoch 866/1000
0s - loss: 0.0077 - binary_accuracy: 1.0000
Epoch 867/1000
0s - loss: 0.0077 - binary_accuracy: 1.0000
Epoch 868/1000
0s - loss: 0.0077 - binary_accuracy: 1.0000
Epoch 869/1000
0s - loss: 0.0077 - binary_accuracy: 1.0000
Epoch 870/1000
0s - loss: 0.0076 - binary_accuracy: 1.0000
Epoch 871/1000
0s - loss: 0.0076 - binary_accuracy: 1.0000
Epoch 872/1000
0s - loss: 0.0076 - binary_accuracy: 1.0000
Epoch 873/1000
0s - loss: 0.0076 - binary_accuracy: 1.0000
Epoch 874/1000
0s - loss: 0.0076 - binary_accuracy: 1.0000
Epoch 875/1000
0s - loss: 0.0075 - binary_accuracy: 1.0000
Epoch 876/1000
0s - loss: 0.0075 - binary_accuracy: 1.0000
Epoch 877/1000
0s - loss: 0.0075 - binary_accuracy: 1.0000
Epoch 878/1000
0s - loss: 0.0075 - binary_accuracy: 1.0000
Epoch 879/1000
0s - loss: 0.0074 - binary_accuracy: 1.0000
Epoch 880/1000
0s - loss: 0.0074 - binary_accuracy: 1.0000
Epoch 881/1000
0s - loss: 0.0074 - binary_accuracy: 1.0000
Epoch 882/1000
0s - loss: 0.0074 - binary_accuracy: 1.0000
Epoch 883/1000
0s - loss: 0.0074 - binary_accuracy: 1.0000
Epoch 884/1000
0s - loss: 0.0073 - binary_accuracy: 1.0000
Epoch 885/1000
0s - loss: 0.0073 - binary_accuracy: 1.0000
Epoch 886/1000
0s - loss: 0.0073 - binary_accuracy: 1.0000
Epoch 887/1000
0s - loss: 0.0073 - binary_accuracy: 1.0000
Epoch 888/1000
0s - loss: 0.0072 - binary_accuracy: 1.0000
Epoch 889/1000
0s - loss: 0.0072 - binary_accuracy: 1.0000
Epoch 890/1000
0s - loss: 0.0072 - binary_accuracy: 1.0000
Epoch 891/1000
0s - loss: 0.0072 - binary_accuracy: 1.0000
Epoch 892/1000
0s - loss: 0.0072 - binary_accuracy: 1.0000
Epoch 893/1000
0s - loss: 0.0071 - binary_accuracy: 1.0000
Epoch 894/1000
0s - loss: 0.0071 - binary_accuracy: 1.0000
Epoch 895/1000
0s - loss: 0.0071 - binary_accuracy: 1.0000
Epoch 896/1000
0s - loss: 0.0071 - binary_accuracy: 1.0000
Epoch 897/1000
0s - loss: 0.0071 - binary_accuracy: 1.0000
Epoch 898/1000
0s - loss: 0.0070 - binary_accuracy: 1.0000
Epoch 899/1000
0s - loss: 0.0070 - binary_accuracy: 1.0000
Epoch 900/1000
0s - loss: 0.0070 - binary_accuracy: 1.0000
Epoch 901/1000
0s - loss: 0.0070 - binary_accuracy: 1.0000
Epoch 902/1000
0s - loss: 0.0070 - binary_accuracy: 1.0000
Epoch 903/1000
0s - loss: 0.0069 - binary_accuracy: 1.0000
Epoch 904/1000
0s - loss: 0.0069 - binary_accuracy: 1.0000
Epoch 905/1000
0s - loss: 0.0069 - binary_accuracy: 1.0000
Epoch 906/1000
0s - loss: 0.0069 - binary_accuracy: 1.0000
Epoch 907/1000
0s - loss: 0.0069 - binary_accuracy: 1.0000
Epoch 908/1000
0s - loss: 0.0068 - binary_accuracy: 1.0000
Epoch 909/1000
0s - loss: 0.0068 - binary_accuracy: 1.0000
Epoch 910/1000
0s - loss: 0.0068 - binary_accuracy: 1.0000
Epoch 911/1000
0s - loss: 0.0068 - binary_accuracy: 1.0000
Epoch 912/1000
0s - loss: 0.0068 - binary_accuracy: 1.0000
Epoch 913/1000
0s - loss: 0.0067 - binary_accuracy: 1.0000
Epoch 914/1000
0s - loss: 0.0067 - binary_accuracy: 1.0000
Epoch 915/1000
0s - loss: 0.0067 - binary_accuracy: 1.0000
Epoch 916/1000
0s - loss: 0.0067 - binary_accuracy: 1.0000
Epoch 917/1000
0s - loss: 0.0067 - binary_accuracy: 1.0000
Epoch 918/1000
0s - loss: 0.0067 - binary_accuracy: 1.0000
Epoch 919/1000
0s - loss: 0.0066 - binary_accuracy: 1.0000
Epoch 920/1000
0s - loss: 0.0066 - binary_accuracy: 1.0000
Epoch 921/1000
0s - loss: 0.0066 - binary_accuracy: 1.0000
Epoch 922/1000
0s - loss: 0.0066 - binary_accuracy: 1.0000
Epoch 923/1000
0s - loss: 0.0066 - binary_accuracy: 1.0000
Epoch 924/1000
0s - loss: 0.0065 - binary_accuracy: 1.0000
Epoch 925/1000
0s - loss: 0.0065 - binary_accuracy: 1.0000
Epoch 926/1000
0s - loss: 0.0065 - binary_accuracy: 1.0000
Epoch 927/1000
0s - loss: 0.0065 - binary_accuracy: 1.0000
Epoch 928/1000
0s - loss: 0.0065 - binary_accuracy: 1.0000
Epoch 929/1000
0s - loss: 0.0065 - binary_accuracy: 1.0000
Epoch 930/1000
0s - loss: 0.0064 - binary_accuracy: 1.0000
Epoch 931/1000
0s - loss: 0.0064 - binary_accuracy: 1.0000
Epoch 932/1000
0s - loss: 0.0064 - binary_accuracy: 1.0000
Epoch 933/1000
0s - loss: 0.0064 - binary_accuracy: 1.0000
Epoch 934/1000
0s - loss: 0.0064 - binary_accuracy: 1.0000
Epoch 935/1000
0s - loss: 0.0063 - binary_accuracy: 1.0000
Epoch 936/1000
0s - loss: 0.0063 - binary_accuracy: 1.0000
Epoch 937/1000
0s - loss: 0.0063 - binary_accuracy: 1.0000
Epoch 938/1000
0s - loss: 0.0063 - binary_accuracy: 1.0000
Epoch 939/1000
0s - loss: 0.0063 - binary_accuracy: 1.0000
Epoch 940/1000
0s - loss: 0.0063 - binary_accuracy: 1.0000
Epoch 941/1000
0s - loss: 0.0062 - binary_accuracy: 1.0000
Epoch 942/1000
0s - loss: 0.0062 - binary_accuracy: 1.0000
Epoch 943/1000
0s - loss: 0.0062 - binary_accuracy: 1.0000
Epoch 944/1000
0s - loss: 0.0062 - binary_accuracy: 1.0000
Epoch 945/1000
0s - loss: 0.0062 - binary_accuracy: 1.0000
Epoch 946/1000
0s - loss: 0.0062 - binary_accuracy: 1.0000
Epoch 947/1000
0s - loss: 0.0061 - binary_accuracy: 1.0000
Epoch 948/1000
0s - loss: 0.0061 - binary_accuracy: 1.0000
Epoch 949/1000
0s - loss: 0.0061 - binary_accuracy: 1.0000
Epoch 950/1000
0s - loss: 0.0061 - binary_accuracy: 1.0000
Epoch 951/1000
0s - loss: 0.0061 - binary_accuracy: 1.0000
Epoch 952/1000
0s - loss: 0.0061 - binary_accuracy: 1.0000
Epoch 953/1000
0s - loss: 0.0060 - binary_accuracy: 1.0000
Epoch 954/1000
0s - loss: 0.0060 - binary_accuracy: 1.0000
Epoch 955/1000
0s - loss: 0.0060 - binary_accuracy: 1.0000
Epoch 956/1000
0s - loss: 0.0060 - binary_accuracy: 1.0000
Epoch 957/1000
0s - loss: 0.0060 - binary_accuracy: 1.0000
Epoch 958/1000
0s - loss: 0.0060 - binary_accuracy: 1.0000
Epoch 959/1000
0s - loss: 0.0059 - binary_accuracy: 1.0000
Epoch 960/1000
0s - loss: 0.0059 - binary_accuracy: 1.0000
Epoch 961/1000
0s - loss: 0.0059 - binary_accuracy: 1.0000
Epoch 962/1000
0s - loss: 0.0059 - binary_accuracy: 1.0000
Epoch 963/1000
0s - loss: 0.0059 - binary_accuracy: 1.0000
Epoch 964/1000
0s - loss: 0.0059 - binary_accuracy: 1.0000
Epoch 965/1000
0s - loss: 0.0059 - binary_accuracy: 1.0000
Epoch 966/1000
0s - loss: 0.0058 - binary_accuracy: 1.0000
Epoch 967/1000
0s - loss: 0.0058 - binary_accuracy: 1.0000
Epoch 968/1000
0s - loss: 0.0058 - binary_accuracy: 1.0000
Epoch 969/1000
0s - loss: 0.0058 - binary_accuracy: 1.0000
Epoch 970/1000
0s - loss: 0.0058 - binary_accuracy: 1.0000
Epoch 971/1000
0s - loss: 0.0058 - binary_accuracy: 1.0000
Epoch 972/1000
0s - loss: 0.0057 - binary_accuracy: 1.0000
Epoch 973/1000
0s - loss: 0.0057 - binary_accuracy: 1.0000
Epoch 974/1000
0s - loss: 0.0057 - binary_accuracy: 1.0000
Epoch 975/1000
0s - loss: 0.0057 - binary_accuracy: 1.0000
Epoch 976/1000
0s - loss: 0.0057 - binary_accuracy: 1.0000
Epoch 977/1000
0s - loss: 0.0057 - binary_accuracy: 1.0000
Epoch 978/1000
0s - loss: 0.0057 - binary_accuracy: 1.0000
Epoch 979/1000
0s - loss: 0.0056 - binary_accuracy: 1.0000
Epoch 980/1000
0s - loss: 0.0056 - binary_accuracy: 1.0000
Epoch 981/1000
0s - loss: 0.0056 - binary_accuracy: 1.0000
Epoch 982/1000
0s - loss: 0.0056 - binary_accuracy: 1.0000
Epoch 983/1000
0s - loss: 0.0056 - binary_accuracy: 1.0000
Epoch 984/1000
0s - loss: 0.0056 - binary_accuracy: 1.0000
Epoch 985/1000
0s - loss: 0.0056 - binary_accuracy: 1.0000
Epoch 986/1000
0s - loss: 0.0055 - binary_accuracy: 1.0000
Epoch 987/1000
0s - loss: 0.0055 - binary_accuracy: 1.0000
Epoch 988/1000
0s - loss: 0.0055 - binary_accuracy: 1.0000
Epoch 989/1000
0s - loss: 0.0055 - binary_accuracy: 1.0000
Epoch 990/1000
0s - loss: 0.0055 - binary_accuracy: 1.0000
Epoch 991/1000
0s - loss: 0.0055 - binary_accuracy: 1.0000
Epoch 992/1000
0s - loss: 0.0055 - binary_accuracy: 1.0000
Epoch 993/1000
0s - loss: 0.0054 - binary_accuracy: 1.0000
Epoch 994/1000
0s - loss: 0.0054 - binary_accuracy: 1.0000
Epoch 995/1000
0s - loss: 0.0054 - binary_accuracy: 1.0000
Epoch 996/1000
0s - loss: 0.0054 - binary_accuracy: 1.0000
Epoch 997/1000
0s - loss: 0.0054 - binary_accuracy: 1.0000
Epoch 998/1000
0s - loss: 0.0054 - binary_accuracy: 1.0000
Epoch 999/1000
0s - loss: 0.0054 - binary_accuracy: 1.0000
Epoch 1000/1000
0s - loss: 0.0053 - binary_accuracy: 1.0000
[[ 0.08065026]
 [ 0.92893118]
 [ 0.93004841]
 [ 0.0697943 ]]