In [ ]:

    

import numpy as np
from keras.models import Sequential
from keras.layers.core import Dense


    

In [3]:

    

# 4 possibilidade em uma porta XOR
training_data = np.array([[0,0],[0,1],[1,0],[1,1]], "float32")

# 4 resultados esperados, na mesma ordem
target_data = np.array([[0],[1],[1],[0]], "float32")


    

In [4]:

    

model = Sequential()
l1 = Dense(16, input_dim=2, activation='relu')
model.add(l1)
l2 = Dense(1, activation='sigmoid')
model.add(l2)
model.compile(loss='mean_squared_error', optimizer='adam', metrics=['binary_accuracy'])
model.fit(training_data, target_data, epochs=500, verbose=2)
print (model.predict(training_data).round())


    

    




Epoch 1/500
0s - loss: 0.2468 - binary_accuracy: 0.5000
Epoch 2/500
0s - loss: 0.2464 - binary_accuracy: 0.2500
Epoch 3/500
0s - loss: 0.2460 - binary_accuracy: 0.5000
Epoch 4/500
0s - loss: 0.2455 - binary_accuracy: 0.5000
Epoch 5/500
0s - loss: 0.2451 - binary_accuracy: 0.5000
Epoch 6/500
0s - loss: 0.2447 - binary_accuracy: 0.5000
Epoch 7/500
0s - loss: 0.2443 - binary_accuracy: 0.5000
Epoch 8/500
0s - loss: 0.2439 - binary_accuracy: 0.5000
Epoch 9/500
0s - loss: 0.2435 - binary_accuracy: 0.5000
Epoch 10/500
0s - loss: 0.2432 - binary_accuracy: 0.5000
Epoch 11/500
0s - loss: 0.2428 - binary_accuracy: 0.5000
Epoch 12/500
0s - loss: 0.2424 - binary_accuracy: 0.5000
Epoch 13/500
0s - loss: 0.2420 - binary_accuracy: 0.5000
Epoch 14/500
0s - loss: 0.2416 - binary_accuracy: 0.5000
Epoch 15/500
0s - loss: 0.2412 - binary_accuracy: 0.5000
Epoch 16/500
0s - loss: 0.2408 - binary_accuracy: 0.5000
Epoch 17/500
0s - loss: 0.2405 - binary_accuracy: 0.5000
Epoch 18/500
0s - loss: 0.2401 - binary_accuracy: 0.5000
Epoch 19/500
0s - loss: 0.2397 - binary_accuracy: 0.5000
Epoch 20/500
0s - loss: 0.2393 - binary_accuracy: 0.5000
Epoch 21/500
0s - loss: 0.2390 - binary_accuracy: 0.5000
Epoch 22/500
0s - loss: 0.2386 - binary_accuracy: 0.5000
Epoch 23/500
0s - loss: 0.2383 - binary_accuracy: 0.5000
Epoch 24/500
0s - loss: 0.2380 - binary_accuracy: 0.5000
Epoch 25/500
0s - loss: 0.2376 - binary_accuracy: 0.5000
Epoch 26/500
0s - loss: 0.2373 - binary_accuracy: 0.5000
Epoch 27/500
0s - loss: 0.2370 - binary_accuracy: 0.5000
Epoch 28/500
0s - loss: 0.2366 - binary_accuracy: 0.5000
Epoch 29/500
0s - loss: 0.2363 - binary_accuracy: 0.5000
Epoch 30/500
0s - loss: 0.2360 - binary_accuracy: 0.5000
Epoch 31/500
0s - loss: 0.2356 - binary_accuracy: 0.5000
Epoch 32/500
0s - loss: 0.2353 - binary_accuracy: 0.5000
Epoch 33/500
0s - loss: 0.2350 - binary_accuracy: 0.5000
Epoch 34/500
0s - loss: 0.2346 - binary_accuracy: 0.5000
Epoch 35/500
0s - loss: 0.2343 - binary_accuracy: 0.7500
Epoch 36/500
0s - loss: 0.2340 - binary_accuracy: 0.7500
Epoch 37/500
0s - loss: 0.2337 - binary_accuracy: 0.7500
Epoch 38/500
0s - loss: 0.2333 - binary_accuracy: 0.7500
Epoch 39/500
0s - loss: 0.2330 - binary_accuracy: 0.7500
Epoch 40/500
0s - loss: 0.2327 - binary_accuracy: 0.7500
Epoch 41/500
0s - loss: 0.2324 - binary_accuracy: 0.7500
Epoch 42/500
0s - loss: 0.2320 - binary_accuracy: 0.7500
Epoch 43/500
0s - loss: 0.2317 - binary_accuracy: 0.7500
Epoch 44/500
0s - loss: 0.2314 - binary_accuracy: 0.7500
Epoch 45/500
0s - loss: 0.2311 - binary_accuracy: 0.7500
Epoch 46/500
0s - loss: 0.2307 - binary_accuracy: 0.7500
Epoch 47/500
0s - loss: 0.2304 - binary_accuracy: 0.7500
Epoch 48/500
0s - loss: 0.2301 - binary_accuracy: 0.7500
Epoch 49/500
0s - loss: 0.2298 - binary_accuracy: 0.7500
Epoch 50/500
0s - loss: 0.2295 - binary_accuracy: 0.7500
Epoch 51/500
0s - loss: 0.2291 - binary_accuracy: 0.7500
Epoch 52/500
0s - loss: 0.2288 - binary_accuracy: 0.7500
Epoch 53/500
0s - loss: 0.2285 - binary_accuracy: 0.7500
Epoch 54/500
0s - loss: 0.2282 - binary_accuracy: 0.7500
Epoch 55/500
0s - loss: 0.2278 - binary_accuracy: 0.7500
Epoch 56/500
0s - loss: 0.2275 - binary_accuracy: 0.7500
Epoch 57/500
0s - loss: 0.2272 - binary_accuracy: 0.7500
Epoch 58/500
0s - loss: 0.2269 - binary_accuracy: 0.7500
Epoch 59/500
0s - loss: 0.2266 - binary_accuracy: 0.7500
Epoch 60/500
0s - loss: 0.2262 - binary_accuracy: 0.7500
Epoch 61/500
0s - loss: 0.2259 - binary_accuracy: 0.7500
Epoch 62/500
0s - loss: 0.2256 - binary_accuracy: 0.7500
Epoch 63/500
0s - loss: 0.2253 - binary_accuracy: 0.7500
Epoch 64/500
0s - loss: 0.2249 - binary_accuracy: 0.7500
Epoch 65/500
0s - loss: 0.2246 - binary_accuracy: 0.7500
Epoch 66/500
0s - loss: 0.2243 - binary_accuracy: 0.7500
Epoch 67/500
0s - loss: 0.2240 - binary_accuracy: 0.7500
Epoch 68/500
0s - loss: 0.2236 - binary_accuracy: 0.7500
Epoch 69/500
0s - loss: 0.2233 - binary_accuracy: 0.7500
Epoch 70/500
0s - loss: 0.2230 - binary_accuracy: 0.7500
Epoch 71/500
0s - loss: 0.2227 - binary_accuracy: 0.7500
Epoch 72/500
0s - loss: 0.2223 - binary_accuracy: 0.7500
Epoch 73/500
0s - loss: 0.2220 - binary_accuracy: 0.7500
Epoch 74/500
0s - loss: 0.2217 - binary_accuracy: 0.7500
Epoch 75/500
0s - loss: 0.2213 - binary_accuracy: 0.7500
Epoch 76/500
0s - loss: 0.2210 - binary_accuracy: 0.7500
Epoch 77/500
0s - loss: 0.2207 - binary_accuracy: 0.7500
Epoch 78/500
0s - loss: 0.2203 - binary_accuracy: 0.7500
Epoch 79/500
0s - loss: 0.2200 - binary_accuracy: 0.7500
Epoch 80/500
0s - loss: 0.2196 - binary_accuracy: 0.7500
Epoch 81/500
0s - loss: 0.2193 - binary_accuracy: 0.7500
Epoch 82/500
0s - loss: 0.2190 - binary_accuracy: 0.7500
Epoch 83/500
0s - loss: 0.2187 - binary_accuracy: 0.7500
Epoch 84/500
0s - loss: 0.2183 - binary_accuracy: 0.7500
Epoch 85/500
0s - loss: 0.2180 - binary_accuracy: 0.7500
Epoch 86/500
0s - loss: 0.2177 - binary_accuracy: 0.7500
Epoch 87/500
0s - loss: 0.2174 - binary_accuracy: 0.7500
Epoch 88/500
0s - loss: 0.2171 - binary_accuracy: 0.7500
Epoch 89/500
0s - loss: 0.2167 - binary_accuracy: 1.0000
Epoch 90/500
0s - loss: 0.2164 - binary_accuracy: 1.0000
Epoch 91/500
0s - loss: 0.2161 - binary_accuracy: 1.0000
Epoch 92/500
0s - loss: 0.2158 - binary_accuracy: 1.0000
Epoch 93/500
0s - loss: 0.2154 - binary_accuracy: 1.0000
Epoch 94/500
0s - loss: 0.2151 - binary_accuracy: 1.0000
Epoch 95/500
0s - loss: 0.2148 - binary_accuracy: 1.0000
Epoch 96/500
0s - loss: 0.2145 - binary_accuracy: 1.0000
Epoch 97/500
0s - loss: 0.2141 - binary_accuracy: 1.0000
Epoch 98/500
0s - loss: 0.2138 - binary_accuracy: 1.0000
Epoch 99/500
0s - loss: 0.2135 - binary_accuracy: 1.0000
Epoch 100/500
0s - loss: 0.2131 - binary_accuracy: 1.0000
Epoch 101/500
0s - loss: 0.2128 - binary_accuracy: 1.0000
Epoch 102/500
0s - loss: 0.2125 - binary_accuracy: 1.0000
Epoch 103/500
0s - loss: 0.2121 - binary_accuracy: 1.0000
Epoch 104/500
0s - loss: 0.2118 - binary_accuracy: 1.0000
Epoch 105/500
0s - loss: 0.2115 - binary_accuracy: 1.0000
Epoch 106/500
0s - loss: 0.2111 - binary_accuracy: 1.0000
Epoch 107/500
0s - loss: 0.2108 - binary_accuracy: 1.0000
Epoch 108/500
0s - loss: 0.2104 - binary_accuracy: 1.0000
Epoch 109/500
0s - loss: 0.2101 - binary_accuracy: 1.0000
Epoch 110/500
0s - loss: 0.2097 - binary_accuracy: 1.0000
Epoch 111/500
0s - loss: 0.2094 - binary_accuracy: 1.0000
Epoch 112/500
0s - loss: 0.2090 - binary_accuracy: 1.0000
Epoch 113/500
0s - loss: 0.2087 - binary_accuracy: 1.0000
Epoch 114/500
0s - loss: 0.2083 - binary_accuracy: 1.0000
Epoch 115/500
0s - loss: 0.2080 - binary_accuracy: 1.0000
Epoch 116/500
0s - loss: 0.2076 - binary_accuracy: 1.0000
Epoch 117/500
0s - loss: 0.2072 - binary_accuracy: 1.0000
Epoch 118/500
0s - loss: 0.2069 - binary_accuracy: 1.0000
Epoch 119/500
0s - loss: 0.2065 - binary_accuracy: 1.0000
Epoch 120/500
0s - loss: 0.2062 - binary_accuracy: 1.0000
Epoch 121/500
0s - loss: 0.2058 - binary_accuracy: 1.0000
Epoch 122/500
0s - loss: 0.2054 - binary_accuracy: 1.0000
Epoch 123/500
0s - loss: 0.2051 - binary_accuracy: 1.0000
Epoch 124/500
0s - loss: 0.2047 - binary_accuracy: 1.0000
Epoch 125/500
0s - loss: 0.2043 - binary_accuracy: 1.0000
Epoch 126/500
0s - loss: 0.2040 - binary_accuracy: 1.0000
Epoch 127/500
0s - loss: 0.2036 - binary_accuracy: 1.0000
Epoch 128/500
0s - loss: 0.2032 - binary_accuracy: 1.0000
Epoch 129/500
0s - loss: 0.2029 - binary_accuracy: 1.0000
Epoch 130/500
0s - loss: 0.2025 - binary_accuracy: 1.0000
Epoch 131/500
0s - loss: 0.2021 - binary_accuracy: 1.0000
Epoch 132/500
0s - loss: 0.2017 - binary_accuracy: 1.0000
Epoch 133/500
0s - loss: 0.2013 - binary_accuracy: 1.0000
Epoch 134/500
0s - loss: 0.2010 - binary_accuracy: 1.0000
Epoch 135/500
0s - loss: 0.2006 - binary_accuracy: 1.0000
Epoch 136/500
0s - loss: 0.2002 - binary_accuracy: 1.0000
Epoch 137/500
0s - loss: 0.1998 - binary_accuracy: 1.0000
Epoch 138/500
0s - loss: 0.1994 - binary_accuracy: 1.0000
Epoch 139/500
0s - loss: 0.1991 - binary_accuracy: 1.0000
Epoch 140/500
0s - loss: 0.1987 - binary_accuracy: 1.0000
Epoch 141/500
0s - loss: 0.1983 - binary_accuracy: 1.0000
Epoch 142/500
0s - loss: 0.1979 - binary_accuracy: 1.0000
Epoch 143/500
0s - loss: 0.1975 - binary_accuracy: 1.0000
Epoch 144/500
0s - loss: 0.1971 - binary_accuracy: 1.0000
Epoch 145/500
0s - loss: 0.1967 - binary_accuracy: 1.0000
Epoch 146/500
0s - loss: 0.1963 - binary_accuracy: 1.0000
Epoch 147/500
0s - loss: 0.1959 - binary_accuracy: 1.0000
Epoch 148/500
0s - loss: 0.1955 - binary_accuracy: 1.0000
Epoch 149/500
0s - loss: 0.1951 - binary_accuracy: 1.0000
Epoch 150/500
0s - loss: 0.1947 - binary_accuracy: 1.0000
Epoch 151/500
0s - loss: 0.1943 - binary_accuracy: 1.0000
Epoch 152/500
0s - loss: 0.1939 - binary_accuracy: 1.0000
Epoch 153/500
0s - loss: 0.1935 - binary_accuracy: 1.0000
Epoch 154/500
0s - loss: 0.1931 - binary_accuracy: 1.0000
Epoch 155/500
0s - loss: 0.1927 - binary_accuracy: 1.0000
Epoch 156/500
0s - loss: 0.1923 - binary_accuracy: 1.0000
Epoch 157/500
0s - loss: 0.1919 - binary_accuracy: 1.0000
Epoch 158/500
0s - loss: 0.1915 - binary_accuracy: 1.0000
Epoch 159/500
0s - loss: 0.1911 - binary_accuracy: 1.0000
Epoch 160/500
0s - loss: 0.1907 - binary_accuracy: 1.0000
Epoch 161/500
0s - loss: 0.1902 - binary_accuracy: 1.0000
Epoch 162/500
0s - loss: 0.1898 - binary_accuracy: 1.0000
Epoch 163/500
0s - loss: 0.1894 - binary_accuracy: 1.0000
Epoch 164/500
0s - loss: 0.1890 - binary_accuracy: 1.0000
Epoch 165/500
0s - loss: 0.1886 - binary_accuracy: 1.0000
Epoch 166/500
0s - loss: 0.1882 - binary_accuracy: 1.0000
Epoch 167/500
0s - loss: 0.1877 - binary_accuracy: 1.0000
Epoch 168/500
0s - loss: 0.1873 - binary_accuracy: 1.0000
Epoch 169/500
0s - loss: 0.1869 - binary_accuracy: 1.0000
Epoch 170/500
0s - loss: 0.1865 - binary_accuracy: 1.0000
Epoch 171/500
0s - loss: 0.1860 - binary_accuracy: 1.0000
Epoch 172/500
0s - loss: 0.1857 - binary_accuracy: 1.0000
Epoch 173/500
0s - loss: 0.1853 - binary_accuracy: 1.0000
Epoch 174/500
0s - loss: 0.1849 - binary_accuracy: 1.0000
Epoch 175/500
0s - loss: 0.1844 - binary_accuracy: 1.0000
Epoch 176/500
0s - loss: 0.1840 - binary_accuracy: 1.0000
Epoch 177/500
0s - loss: 0.1836 - binary_accuracy: 1.0000
Epoch 178/500
0s - loss: 0.1832 - binary_accuracy: 1.0000
Epoch 179/500
0s - loss: 0.1827 - binary_accuracy: 1.0000
Epoch 180/500
0s - loss: 0.1823 - binary_accuracy: 1.0000
Epoch 181/500
0s - loss: 0.1819 - binary_accuracy: 1.0000
Epoch 182/500
0s - loss: 0.1815 - binary_accuracy: 1.0000
Epoch 183/500
0s - loss: 0.1811 - binary_accuracy: 1.0000
Epoch 184/500
0s - loss: 0.1807 - binary_accuracy: 1.0000
Epoch 185/500
0s - loss: 0.1803 - binary_accuracy: 1.0000
Epoch 186/500
0s - loss: 0.1798 - binary_accuracy: 1.0000
Epoch 187/500
0s - loss: 0.1794 - binary_accuracy: 1.0000
Epoch 188/500
0s - loss: 0.1790 - binary_accuracy: 1.0000
Epoch 189/500
0s - loss: 0.1786 - binary_accuracy: 1.0000
Epoch 190/500
0s - loss: 0.1782 - binary_accuracy: 1.0000
Epoch 191/500
0s - loss: 0.1777 - binary_accuracy: 1.0000
Epoch 192/500
0s - loss: 0.1773 - binary_accuracy: 1.0000
Epoch 193/500
0s - loss: 0.1769 - binary_accuracy: 1.0000
Epoch 194/500
0s - loss: 0.1765 - binary_accuracy: 1.0000
Epoch 195/500
0s - loss: 0.1761 - binary_accuracy: 1.0000
Epoch 196/500
0s - loss: 0.1757 - binary_accuracy: 1.0000
Epoch 197/500
0s - loss: 0.1752 - binary_accuracy: 1.0000
Epoch 198/500
0s - loss: 0.1748 - binary_accuracy: 1.0000
Epoch 199/500
0s - loss: 0.1744 - binary_accuracy: 1.0000
Epoch 200/500
0s - loss: 0.1741 - binary_accuracy: 1.0000
Epoch 201/500
0s - loss: 0.1736 - binary_accuracy: 1.0000
Epoch 202/500
0s - loss: 0.1732 - binary_accuracy: 1.0000
Epoch 203/500
0s - loss: 0.1728 - binary_accuracy: 1.0000
Epoch 204/500
0s - loss: 0.1723 - binary_accuracy: 1.0000
Epoch 205/500
0s - loss: 0.1719 - binary_accuracy: 1.0000
Epoch 206/500
0s - loss: 0.1715 - binary_accuracy: 1.0000
Epoch 207/500
0s - loss: 0.1712 - binary_accuracy: 1.0000
Epoch 208/500
0s - loss: 0.1707 - binary_accuracy: 1.0000
Epoch 209/500
0s - loss: 0.1703 - binary_accuracy: 1.0000
Epoch 210/500
0s - loss: 0.1699 - binary_accuracy: 1.0000
Epoch 211/500
0s - loss: 0.1695 - binary_accuracy: 1.0000
Epoch 212/500
0s - loss: 0.1691 - binary_accuracy: 1.0000
Epoch 213/500
0s - loss: 0.1686 - binary_accuracy: 1.0000
Epoch 214/500
0s - loss: 0.1682 - binary_accuracy: 1.0000
Epoch 215/500
0s - loss: 0.1678 - binary_accuracy: 1.0000
Epoch 216/500
0s - loss: 0.1674 - binary_accuracy: 1.0000
Epoch 217/500
0s - loss: 0.1670 - binary_accuracy: 1.0000
Epoch 218/500
0s - loss: 0.1665 - binary_accuracy: 1.0000
Epoch 219/500
0s - loss: 0.1662 - binary_accuracy: 1.0000
Epoch 220/500
0s - loss: 0.1658 - binary_accuracy: 1.0000
Epoch 221/500
0s - loss: 0.1653 - binary_accuracy: 1.0000
Epoch 222/500
0s - loss: 0.1649 - binary_accuracy: 1.0000
Epoch 223/500
0s - loss: 0.1645 - binary_accuracy: 1.0000
Epoch 224/500
0s - loss: 0.1641 - binary_accuracy: 1.0000
Epoch 225/500
0s - loss: 0.1637 - binary_accuracy: 1.0000
Epoch 226/500
0s - loss: 0.1633 - binary_accuracy: 1.0000
Epoch 227/500
0s - loss: 0.1628 - binary_accuracy: 1.0000
Epoch 228/500
0s - loss: 0.1624 - binary_accuracy: 1.0000
Epoch 229/500
0s - loss: 0.1620 - binary_accuracy: 1.0000
Epoch 230/500
0s - loss: 0.1616 - binary_accuracy: 1.0000
Epoch 231/500
0s - loss: 0.1612 - binary_accuracy: 1.0000
Epoch 232/500
0s - loss: 0.1608 - binary_accuracy: 1.0000
Epoch 233/500
0s - loss: 0.1603 - binary_accuracy: 1.0000
Epoch 234/500
0s - loss: 0.1599 - binary_accuracy: 1.0000
Epoch 235/500
0s - loss: 0.1595 - binary_accuracy: 1.0000
Epoch 236/500
0s - loss: 0.1591 - binary_accuracy: 1.0000
Epoch 237/500
0s - loss: 0.1587 - binary_accuracy: 1.0000
Epoch 238/500
0s - loss: 0.1583 - binary_accuracy: 1.0000
Epoch 239/500
0s - loss: 0.1579 - binary_accuracy: 1.0000
Epoch 240/500
0s - loss: 0.1574 - binary_accuracy: 1.0000
Epoch 241/500
0s - loss: 0.1570 - binary_accuracy: 1.0000
Epoch 242/500
0s - loss: 0.1566 - binary_accuracy: 1.0000
Epoch 243/500
0s - loss: 0.1562 - binary_accuracy: 1.0000
Epoch 244/500
0s - loss: 0.1558 - binary_accuracy: 1.0000
Epoch 245/500
0s - loss: 0.1554 - binary_accuracy: 1.0000
Epoch 246/500
0s - loss: 0.1550 - binary_accuracy: 1.0000
Epoch 247/500
0s - loss: 0.1545 - binary_accuracy: 1.0000
Epoch 248/500
0s - loss: 0.1541 - binary_accuracy: 1.0000
Epoch 249/500
0s - loss: 0.1537 - binary_accuracy: 1.0000
Epoch 250/500
0s - loss: 0.1533 - binary_accuracy: 1.0000
Epoch 251/500
0s - loss: 0.1529 - binary_accuracy: 1.0000
Epoch 252/500
0s - loss: 0.1525 - binary_accuracy: 1.0000
Epoch 253/500
0s - loss: 0.1521 - binary_accuracy: 1.0000
Epoch 254/500
0s - loss: 0.1517 - binary_accuracy: 1.0000
Epoch 255/500
0s - loss: 0.1512 - binary_accuracy: 1.0000
Epoch 256/500
0s - loss: 0.1508 - binary_accuracy: 1.0000
Epoch 257/500
0s - loss: 0.1504 - binary_accuracy: 1.0000
Epoch 258/500
0s - loss: 0.1500 - binary_accuracy: 1.0000
Epoch 259/500
0s - loss: 0.1496 - binary_accuracy: 1.0000
Epoch 260/500
0s - loss: 0.1492 - binary_accuracy: 1.0000
Epoch 261/500
0s - loss: 0.1488 - binary_accuracy: 1.0000
Epoch 262/500
0s - loss: 0.1484 - binary_accuracy: 1.0000
Epoch 263/500
0s - loss: 0.1480 - binary_accuracy: 1.0000
Epoch 264/500
0s - loss: 0.1475 - binary_accuracy: 1.0000
Epoch 265/500
0s - loss: 0.1471 - binary_accuracy: 1.0000
Epoch 266/500
0s - loss: 0.1467 - binary_accuracy: 1.0000
Epoch 267/500
0s - loss: 0.1463 - binary_accuracy: 1.0000
Epoch 268/500
0s - loss: 0.1459 - binary_accuracy: 1.0000
Epoch 269/500
0s - loss: 0.1455 - binary_accuracy: 1.0000
Epoch 270/500
0s - loss: 0.1451 - binary_accuracy: 1.0000
Epoch 271/500
0s - loss: 0.1447 - binary_accuracy: 1.0000
Epoch 272/500
0s - loss: 0.1442 - binary_accuracy: 1.0000
Epoch 273/500
0s - loss: 0.1438 - binary_accuracy: 1.0000
Epoch 274/500
0s - loss: 0.1435 - binary_accuracy: 1.0000
Epoch 275/500
0s - loss: 0.1431 - binary_accuracy: 1.0000
Epoch 276/500
0s - loss: 0.1426 - binary_accuracy: 1.0000
Epoch 277/500
0s - loss: 0.1422 - binary_accuracy: 1.0000
Epoch 278/500
0s - loss: 0.1418 - binary_accuracy: 1.0000
Epoch 279/500
0s - loss: 0.1414 - binary_accuracy: 1.0000
Epoch 280/500
0s - loss: 0.1410 - binary_accuracy: 1.0000
Epoch 281/500
0s - loss: 0.1406 - binary_accuracy: 1.0000
Epoch 282/500
0s - loss: 0.1402 - binary_accuracy: 1.0000
Epoch 283/500
0s - loss: 0.1398 - binary_accuracy: 1.0000
Epoch 284/500
0s - loss: 0.1393 - binary_accuracy: 1.0000
Epoch 285/500
0s - loss: 0.1390 - binary_accuracy: 1.0000
Epoch 286/500
0s - loss: 0.1386 - binary_accuracy: 1.0000
Epoch 287/500
0s - loss: 0.1381 - binary_accuracy: 1.0000
Epoch 288/500
0s - loss: 0.1377 - binary_accuracy: 1.0000
Epoch 289/500
0s - loss: 0.1373 - binary_accuracy: 1.0000
Epoch 290/500
0s - loss: 0.1369 - binary_accuracy: 1.0000
Epoch 291/500
0s - loss: 0.1365 - binary_accuracy: 1.0000
Epoch 292/500
0s - loss: 0.1361 - binary_accuracy: 1.0000
Epoch 293/500
0s - loss: 0.1357 - binary_accuracy: 1.0000
Epoch 294/500
0s - loss: 0.1353 - binary_accuracy: 1.0000
Epoch 295/500
0s - loss: 0.1349 - binary_accuracy: 1.0000
Epoch 296/500
0s - loss: 0.1345 - binary_accuracy: 1.0000
Epoch 297/500
0s - loss: 0.1341 - binary_accuracy: 1.0000
Epoch 298/500
0s - loss: 0.1337 - binary_accuracy: 1.0000
Epoch 299/500
0s - loss: 0.1333 - binary_accuracy: 1.0000
Epoch 300/500
0s - loss: 0.1329 - binary_accuracy: 1.0000
Epoch 301/500
0s - loss: 0.1325 - binary_accuracy: 1.0000
Epoch 302/500
0s - loss: 0.1321 - binary_accuracy: 1.0000
Epoch 303/500
0s - loss: 0.1317 - binary_accuracy: 1.0000
Epoch 304/500
0s - loss: 0.1313 - binary_accuracy: 1.0000
Epoch 305/500
0s - loss: 0.1309 - binary_accuracy: 1.0000
Epoch 306/500
0s - loss: 0.1305 - binary_accuracy: 1.0000
Epoch 307/500
0s - loss: 0.1301 - binary_accuracy: 1.0000
Epoch 308/500
0s - loss: 0.1297 - binary_accuracy: 1.0000
Epoch 309/500
0s - loss: 0.1294 - binary_accuracy: 1.0000
Epoch 310/500
0s - loss: 0.1290 - binary_accuracy: 1.0000
Epoch 311/500
0s - loss: 0.1286 - binary_accuracy: 1.0000
Epoch 312/500
0s - loss: 0.1282 - binary_accuracy: 1.0000
Epoch 313/500
0s - loss: 0.1278 - binary_accuracy: 1.0000
Epoch 314/500
0s - loss: 0.1274 - binary_accuracy: 1.0000
Epoch 315/500
0s - loss: 0.1270 - binary_accuracy: 1.0000
Epoch 316/500
0s - loss: 0.1266 - binary_accuracy: 1.0000
Epoch 317/500
0s - loss: 0.1262 - binary_accuracy: 1.0000
Epoch 318/500
0s - loss: 0.1258 - binary_accuracy: 1.0000
Epoch 319/500
0s - loss: 0.1254 - binary_accuracy: 1.0000
Epoch 320/500
0s - loss: 0.1250 - binary_accuracy: 1.0000
Epoch 321/500
0s - loss: 0.1247 - binary_accuracy: 1.0000
Epoch 322/500
0s - loss: 0.1243 - binary_accuracy: 1.0000
Epoch 323/500
0s - loss: 0.1239 - binary_accuracy: 1.0000
Epoch 324/500
0s - loss: 0.1235 - binary_accuracy: 1.0000
Epoch 325/500
0s - loss: 0.1231 - binary_accuracy: 1.0000
Epoch 326/500
0s - loss: 0.1227 - binary_accuracy: 1.0000
Epoch 327/500
0s - loss: 0.1223 - binary_accuracy: 1.0000
Epoch 328/500
0s - loss: 0.1219 - binary_accuracy: 1.0000
Epoch 329/500
0s - loss: 0.1216 - binary_accuracy: 1.0000
Epoch 330/500
0s - loss: 0.1212 - binary_accuracy: 1.0000
Epoch 331/500
0s - loss: 0.1208 - binary_accuracy: 1.0000
Epoch 332/500
0s - loss: 0.1204 - binary_accuracy: 1.0000
Epoch 333/500
0s - loss: 0.1200 - binary_accuracy: 1.0000
Epoch 334/500
0s - loss: 0.1196 - binary_accuracy: 1.0000
Epoch 335/500
0s - loss: 0.1193 - binary_accuracy: 1.0000
Epoch 336/500
0s - loss: 0.1189 - binary_accuracy: 1.0000
Epoch 337/500
0s - loss: 0.1185 - binary_accuracy: 1.0000
Epoch 338/500
0s - loss: 0.1181 - binary_accuracy: 1.0000
Epoch 339/500
0s - loss: 0.1177 - binary_accuracy: 1.0000
Epoch 340/500
0s - loss: 0.1174 - binary_accuracy: 1.0000
Epoch 341/500
0s - loss: 0.1170 - binary_accuracy: 1.0000
Epoch 342/500
0s - loss: 0.1166 - binary_accuracy: 1.0000
Epoch 343/500
0s - loss: 0.1162 - binary_accuracy: 1.0000
Epoch 344/500
0s - loss: 0.1159 - binary_accuracy: 1.0000
Epoch 345/500
0s - loss: 0.1155 - binary_accuracy: 1.0000
Epoch 346/500
0s - loss: 0.1151 - binary_accuracy: 1.0000
Epoch 347/500
0s - loss: 0.1147 - binary_accuracy: 1.0000
Epoch 348/500
0s - loss: 0.1144 - binary_accuracy: 1.0000
Epoch 349/500
0s - loss: 0.1140 - binary_accuracy: 1.0000
Epoch 350/500
0s - loss: 0.1136 - binary_accuracy: 1.0000
Epoch 351/500
0s - loss: 0.1133 - binary_accuracy: 1.0000
Epoch 352/500
0s - loss: 0.1129 - binary_accuracy: 1.0000
Epoch 353/500
0s - loss: 0.1125 - binary_accuracy: 1.0000
Epoch 354/500
0s - loss: 0.1121 - binary_accuracy: 1.0000
Epoch 355/500
0s - loss: 0.1118 - binary_accuracy: 1.0000
Epoch 356/500
0s - loss: 0.1114 - binary_accuracy: 1.0000
Epoch 357/500
0s - loss: 0.1111 - binary_accuracy: 1.0000
Epoch 358/500
0s - loss: 0.1107 - binary_accuracy: 1.0000
Epoch 359/500
0s - loss: 0.1103 - binary_accuracy: 1.0000
Epoch 360/500
0s - loss: 0.1100 - binary_accuracy: 1.0000
Epoch 361/500
0s - loss: 0.1096 - binary_accuracy: 1.0000
Epoch 362/500
0s - loss: 0.1092 - binary_accuracy: 1.0000
Epoch 363/500
0s - loss: 0.1089 - binary_accuracy: 1.0000
Epoch 364/500
0s - loss: 0.1085 - binary_accuracy: 1.0000
Epoch 365/500
0s - loss: 0.1082 - binary_accuracy: 1.0000
Epoch 366/500
0s - loss: 0.1078 - binary_accuracy: 1.0000
Epoch 367/500
0s - loss: 0.1074 - binary_accuracy: 1.0000
Epoch 368/500
0s - loss: 0.1071 - binary_accuracy: 1.0000
Epoch 369/500
0s - loss: 0.1067 - binary_accuracy: 1.0000
Epoch 370/500
0s - loss: 0.1064 - binary_accuracy: 1.0000
Epoch 371/500
0s - loss: 0.1060 - binary_accuracy: 1.0000
Epoch 372/500
0s - loss: 0.1057 - binary_accuracy: 1.0000
Epoch 373/500
0s - loss: 0.1053 - binary_accuracy: 1.0000
Epoch 374/500
0s - loss: 0.1050 - binary_accuracy: 1.0000
Epoch 375/500
0s - loss: 0.1046 - binary_accuracy: 1.0000
Epoch 376/500
0s - loss: 0.1042 - binary_accuracy: 1.0000
Epoch 377/500
0s - loss: 0.1039 - binary_accuracy: 1.0000
Epoch 378/500
0s - loss: 0.1035 - binary_accuracy: 1.0000
Epoch 379/500
0s - loss: 0.1032 - binary_accuracy: 1.0000
Epoch 380/500
0s - loss: 0.1028 - binary_accuracy: 1.0000
Epoch 381/500
0s - loss: 0.1025 - binary_accuracy: 1.0000
Epoch 382/500
0s - loss: 0.1021 - binary_accuracy: 1.0000
Epoch 383/500
0s - loss: 0.1018 - binary_accuracy: 1.0000
Epoch 384/500
0s - loss: 0.1015 - binary_accuracy: 1.0000
Epoch 385/500
0s - loss: 0.1011 - binary_accuracy: 1.0000
Epoch 386/500
0s - loss: 0.1008 - binary_accuracy: 1.0000
Epoch 387/500
0s - loss: 0.1004 - binary_accuracy: 1.0000
Epoch 388/500
0s - loss: 0.1001 - binary_accuracy: 1.0000
Epoch 389/500
0s - loss: 0.0997 - binary_accuracy: 1.0000
Epoch 390/500
0s - loss: 0.0994 - binary_accuracy: 1.0000
Epoch 391/500
0s - loss: 0.0991 - binary_accuracy: 1.0000
Epoch 392/500
0s - loss: 0.0987 - binary_accuracy: 1.0000
Epoch 393/500
0s - loss: 0.0984 - binary_accuracy: 1.0000
Epoch 394/500
0s - loss: 0.0981 - binary_accuracy: 1.0000
Epoch 395/500
0s - loss: 0.0977 - binary_accuracy: 1.0000
Epoch 396/500
0s - loss: 0.0974 - binary_accuracy: 1.0000
Epoch 397/500
0s - loss: 0.0970 - binary_accuracy: 1.0000
Epoch 398/500
0s - loss: 0.0967 - binary_accuracy: 1.0000
Epoch 399/500
0s - loss: 0.0964 - binary_accuracy: 1.0000
Epoch 400/500
0s - loss: 0.0961 - binary_accuracy: 1.0000
Epoch 401/500
0s - loss: 0.0957 - binary_accuracy: 1.0000
Epoch 402/500
0s - loss: 0.0954 - binary_accuracy: 1.0000
Epoch 403/500
0s - loss: 0.0951 - binary_accuracy: 1.0000
Epoch 404/500
0s - loss: 0.0947 - binary_accuracy: 1.0000
Epoch 405/500
0s - loss: 0.0944 - binary_accuracy: 1.0000
Epoch 406/500
0s - loss: 0.0941 - binary_accuracy: 1.0000
Epoch 407/500
0s - loss: 0.0938 - binary_accuracy: 1.0000
Epoch 408/500
0s - loss: 0.0935 - binary_accuracy: 1.0000
Epoch 409/500
0s - loss: 0.0931 - binary_accuracy: 1.0000
Epoch 410/500
0s - loss: 0.0928 - binary_accuracy: 1.0000
Epoch 411/500
0s - loss: 0.0925 - binary_accuracy: 1.0000
Epoch 412/500
0s - loss: 0.0922 - binary_accuracy: 1.0000
Epoch 413/500
0s - loss: 0.0918 - binary_accuracy: 1.0000
Epoch 414/500
0s - loss: 0.0915 - binary_accuracy: 1.0000
Epoch 415/500
0s - loss: 0.0912 - binary_accuracy: 1.0000
Epoch 416/500
0s - loss: 0.0909 - binary_accuracy: 1.0000
Epoch 417/500
0s - loss: 0.0906 - binary_accuracy: 1.0000
Epoch 418/500
0s - loss: 0.0903 - binary_accuracy: 1.0000
Epoch 419/500
0s - loss: 0.0900 - binary_accuracy: 1.0000
Epoch 420/500
0s - loss: 0.0897 - binary_accuracy: 1.0000
Epoch 421/500
0s - loss: 0.0893 - binary_accuracy: 1.0000
Epoch 422/500
0s - loss: 0.0890 - binary_accuracy: 1.0000
Epoch 423/500
0s - loss: 0.0887 - binary_accuracy: 1.0000
Epoch 424/500
0s - loss: 0.0884 - binary_accuracy: 1.0000
Epoch 425/500
0s - loss: 0.0881 - binary_accuracy: 1.0000
Epoch 426/500
0s - loss: 0.0878 - binary_accuracy: 1.0000
Epoch 427/500
0s - loss: 0.0875 - binary_accuracy: 1.0000
Epoch 428/500
0s - loss: 0.0872 - binary_accuracy: 1.0000
Epoch 429/500
0s - loss: 0.0869 - binary_accuracy: 1.0000
Epoch 430/500
0s - loss: 0.0866 - binary_accuracy: 1.0000
Epoch 431/500
0s - loss: 0.0863 - binary_accuracy: 1.0000
Epoch 432/500
0s - loss: 0.0860 - binary_accuracy: 1.0000
Epoch 433/500
0s - loss: 0.0857 - binary_accuracy: 1.0000
Epoch 434/500
0s - loss: 0.0854 - binary_accuracy: 1.0000
Epoch 435/500
0s - loss: 0.0851 - binary_accuracy: 1.0000
Epoch 436/500
0s - loss: 0.0848 - binary_accuracy: 1.0000
Epoch 437/500
0s - loss: 0.0845 - binary_accuracy: 1.0000
Epoch 438/500
0s - loss: 0.0842 - binary_accuracy: 1.0000
Epoch 439/500
0s - loss: 0.0839 - binary_accuracy: 1.0000
Epoch 440/500
0s - loss: 0.0836 - binary_accuracy: 1.0000
Epoch 441/500
0s - loss: 0.0833 - binary_accuracy: 1.0000
Epoch 442/500
0s - loss: 0.0830 - binary_accuracy: 1.0000
Epoch 443/500
0s - loss: 0.0827 - binary_accuracy: 1.0000
Epoch 444/500
0s - loss: 0.0824 - binary_accuracy: 1.0000
Epoch 445/500
0s - loss: 0.0821 - binary_accuracy: 1.0000
Epoch 446/500
0s - loss: 0.0818 - binary_accuracy: 1.0000
Epoch 447/500
0s - loss: 0.0816 - binary_accuracy: 1.0000
Epoch 448/500
0s - loss: 0.0813 - binary_accuracy: 1.0000
Epoch 449/500
0s - loss: 0.0810 - binary_accuracy: 1.0000
Epoch 450/500
0s - loss: 0.0807 - binary_accuracy: 1.0000
Epoch 451/500
0s - loss: 0.0804 - binary_accuracy: 1.0000
Epoch 452/500
0s - loss: 0.0801 - binary_accuracy: 1.0000
Epoch 453/500
0s - loss: 0.0799 - binary_accuracy: 1.0000
Epoch 454/500
0s - loss: 0.0796 - binary_accuracy: 1.0000
Epoch 455/500
0s - loss: 0.0793 - binary_accuracy: 1.0000
Epoch 456/500
0s - loss: 0.0790 - binary_accuracy: 1.0000
Epoch 457/500
0s - loss: 0.0787 - binary_accuracy: 1.0000
Epoch 458/500
0s - loss: 0.0784 - binary_accuracy: 1.0000
Epoch 459/500
0s - loss: 0.0782 - binary_accuracy: 1.0000
Epoch 460/500
0s - loss: 0.0779 - binary_accuracy: 1.0000
Epoch 461/500
0s - loss: 0.0776 - binary_accuracy: 1.0000
Epoch 462/500
0s - loss: 0.0773 - binary_accuracy: 1.0000
Epoch 463/500
0s - loss: 0.0771 - binary_accuracy: 1.0000
Epoch 464/500
0s - loss: 0.0768 - binary_accuracy: 1.0000
Epoch 465/500
0s - loss: 0.0765 - binary_accuracy: 1.0000
Epoch 466/500
0s - loss: 0.0762 - binary_accuracy: 1.0000
Epoch 467/500
0s - loss: 0.0759 - binary_accuracy: 1.0000
Epoch 468/500
0s - loss: 0.0757 - binary_accuracy: 1.0000
Epoch 469/500
0s - loss: 0.0754 - binary_accuracy: 1.0000
Epoch 470/500
0s - loss: 0.0752 - binary_accuracy: 1.0000
Epoch 471/500
0s - loss: 0.0749 - binary_accuracy: 1.0000
Epoch 472/500
0s - loss: 0.0746 - binary_accuracy: 1.0000
Epoch 473/500
0s - loss: 0.0744 - binary_accuracy: 1.0000
Epoch 474/500
0s - loss: 0.0741 - binary_accuracy: 1.0000
Epoch 475/500
0s - loss: 0.0738 - binary_accuracy: 1.0000
Epoch 476/500
0s - loss: 0.0736 - binary_accuracy: 1.0000
Epoch 477/500
0s - loss: 0.0733 - binary_accuracy: 1.0000
Epoch 478/500
0s - loss: 0.0730 - binary_accuracy: 1.0000
Epoch 479/500
0s - loss: 0.0728 - binary_accuracy: 1.0000
Epoch 480/500
0s - loss: 0.0725 - binary_accuracy: 1.0000
Epoch 481/500
0s - loss: 0.0723 - binary_accuracy: 1.0000
Epoch 482/500
0s - loss: 0.0720 - binary_accuracy: 1.0000
Epoch 483/500
0s - loss: 0.0717 - binary_accuracy: 1.0000
Epoch 484/500
0s - loss: 0.0715 - binary_accuracy: 1.0000
Epoch 485/500
0s - loss: 0.0712 - binary_accuracy: 1.0000
Epoch 486/500
0s - loss: 0.0710 - binary_accuracy: 1.0000
Epoch 487/500
0s - loss: 0.0707 - binary_accuracy: 1.0000
Epoch 488/500
0s - loss: 0.0705 - binary_accuracy: 1.0000
Epoch 489/500
0s - loss: 0.0702 - binary_accuracy: 1.0000
Epoch 490/500
0s - loss: 0.0700 - binary_accuracy: 1.0000
Epoch 491/500
0s - loss: 0.0697 - binary_accuracy: 1.0000
Epoch 492/500
0s - loss: 0.0695 - binary_accuracy: 1.0000
Epoch 493/500
0s - loss: 0.0692 - binary_accuracy: 1.0000
Epoch 494/500
0s - loss: 0.0690 - binary_accuracy: 1.0000
Epoch 495/500
0s - loss: 0.0687 - binary_accuracy: 1.0000
Epoch 496/500
0s - loss: 0.0685 - binary_accuracy: 1.0000
Epoch 497/500
0s - loss: 0.0682 - binary_accuracy: 1.0000
Epoch 498/500
0s - loss: 0.0680 - binary_accuracy: 1.0000
Epoch 499/500
0s - loss: 0.0677 - binary_accuracy: 1.0000
Epoch 500/500
0s - loss: 0.0675 - binary_accuracy: 1.0000
[[ 0.]
 [ 1.]
 [ 1.]
 [ 0.]]

In [5]:

    

#Executar e analisar:
from keras.models import Sequential
from keras.layers.core import Dense, Dropout, Activation
from keras.optimizers import SGD
import numpy as np
X = np.array([[0,0],[0,1],[1,0],[1,1]])
y = np.array([[0],[1],[1],[0]])

model = Sequential()
model.add(Dense(8, input_dim=2))
model.add(Activation('tanh'))
model.add(Dense(1))
model.add(Activation('sigmoid'))
sgd = SGD(lr=0.1)
model.compile(loss='binary_crossentropy', optimizer=sgd)
model.fit(X, y, batch_size=1, epochs=1000)
print(model.predict_proba(X))


    

    




Epoch 1/1000
4/4 [==============================] - 0s - loss: 0.8021     
Epoch 2/1000
4/4 [==============================] - 0s - loss: 0.7848     
Epoch 3/1000
4/4 [==============================] - 0s - loss: 0.7732     
Epoch 4/1000
4/4 [==============================] - 0s - loss: 0.7666     
Epoch 5/1000
4/4 [==============================] - 0s - loss: 0.7566     
Epoch 6/1000
4/4 [==============================] - 0s - loss: 0.7545     
Epoch 7/1000
4/4 [==============================] - 0s - loss: 0.7506     
Epoch 8/1000
4/4 [==============================] - 0s - loss: 0.7467     
Epoch 9/1000
4/4 [==============================] - 0s - loss: 0.7420     
Epoch 10/1000
4/4 [==============================] - 0s - loss: 0.7371     
Epoch 11/1000
4/4 [==============================] - 0s - loss: 0.7364     
Epoch 12/1000
4/4 [==============================] - 0s - loss: 0.7320     
Epoch 13/1000
4/4 [==============================] - 0s - loss: 0.7316     
Epoch 14/1000
4/4 [==============================] - 0s - loss: 0.7296     
Epoch 15/1000
4/4 [==============================] - 0s - loss: 0.7250     
Epoch 16/1000
4/4 [==============================] - 0s - loss: 0.7248     
Epoch 17/1000
4/4 [==============================] - 0s - loss: 0.7217     
Epoch 18/1000
4/4 [==============================] - 0s - loss: 0.7219     
Epoch 19/1000
4/4 [==============================] - 0s - loss: 0.7203     
Epoch 20/1000
4/4 [==============================] - 0s - loss: 0.7192     
Epoch 21/1000
4/4 [==============================] - 0s - loss: 0.7170     
Epoch 22/1000
4/4 [==============================] - 0s - loss: 0.7158     
Epoch 23/1000
4/4 [==============================] - 0s - loss: 0.7127     
Epoch 24/1000
4/4 [==============================] - 0s - loss: 0.7135     
Epoch 25/1000
4/4 [==============================] - 0s - loss: 0.7099     
Epoch 26/1000
4/4 [==============================] - 0s - loss: 0.7107     
Epoch 27/1000
4/4 [==============================] - 0s - loss: 0.7091     
Epoch 28/1000
4/4 [==============================] - 0s - loss: 0.7056     
Epoch 29/1000
4/4 [==============================] - 0s - loss: 0.7058     
Epoch 30/1000
4/4 [==============================] - 0s - loss: 0.7049     
Epoch 31/1000
4/4 [==============================] - 0s - loss: 0.7032     
Epoch 32/1000
4/4 [==============================] - 0s - loss: 0.7013     
Epoch 33/1000
4/4 [==============================] - 0s - loss: 0.7005     
Epoch 34/1000
4/4 [==============================] - 0s - loss: 0.6974     
Epoch 35/1000
4/4 [==============================] - 0s - loss: 0.6955     
Epoch 36/1000
4/4 [==============================] - 0s - loss: 0.6953     
Epoch 37/1000
4/4 [==============================] - 0s - loss: 0.6937     
Epoch 38/1000
4/4 [==============================] - 0s - loss: 0.6915     
Epoch 39/1000
4/4 [==============================] - 0s - loss: 0.6899     
Epoch 40/1000
4/4 [==============================] - 0s - loss: 0.6860     
Epoch 41/1000
4/4 [==============================] - 0s - loss: 0.6861     
Epoch 42/1000
4/4 [==============================] - 0s - loss: 0.6829     
Epoch 43/1000
4/4 [==============================] - 0s - loss: 0.6823     
Epoch 44/1000
4/4 [==============================] - 0s - loss: 0.6799     
Epoch 45/1000
4/4 [==============================] - 0s - loss: 0.6776     
Epoch 46/1000
4/4 [==============================] - 0s - loss: 0.6736     
Epoch 47/1000
4/4 [==============================] - 0s - loss: 0.6728     
Epoch 48/1000
4/4 [==============================] - 0s - loss: 0.6706     
Epoch 49/1000
4/4 [==============================] - 0s - loss: 0.6683     
Epoch 50/1000
4/4 [==============================] - 0s - loss: 0.6657     
Epoch 51/1000
4/4 [==============================] - 0s - loss: 0.6608     
Epoch 52/1000
4/4 [==============================] - 0s - loss: 0.6600     
Epoch 53/1000
4/4 [==============================] - 0s - loss: 0.6553     
Epoch 54/1000
4/4 [==============================] - 0s - loss: 0.6545     
Epoch 55/1000
4/4 [==============================] - 0s - loss: 0.6516     
Epoch 56/1000
4/4 [==============================] - 0s - loss: 0.6483     
Epoch 57/1000
4/4 [==============================] - 0s - loss: 0.6441     
Epoch 58/1000
4/4 [==============================] - 0s - loss: 0.6416     
Epoch 59/1000
4/4 [==============================] - 0s - loss: 0.6380     
Epoch 60/1000
4/4 [==============================] - 0s - loss: 0.6343     
Epoch 61/1000
4/4 [==============================] - 0s - loss: 0.6288     
Epoch 62/1000
4/4 [==============================] - ETA: 0s - loss: 0.479 - 0s - loss: 0.6268     
Epoch 63/1000
4/4 [==============================] - 0s - loss: 0.6229     
Epoch 64/1000
4/4 [==============================] - 0s - loss: 0.6175     
Epoch 65/1000
4/4 [==============================] - 0s - loss: 0.6153     
Epoch 66/1000
4/4 [==============================] - 0s - loss: 0.6105     
Epoch 67/1000
4/4 [==============================] - 0s - loss: 0.6039     
Epoch 68/1000
4/4 [==============================] - 0s - loss: 0.6003     
Epoch 69/1000
4/4 [==============================] - 0s - loss: 0.5969     
Epoch 70/1000
4/4 [==============================] - 0s - loss: 0.5924     
Epoch 71/1000
4/4 [==============================] - 0s - loss: 0.5874     
Epoch 72/1000
4/4 [==============================] - 0s - loss: 0.5825     
Epoch 73/1000
4/4 [==============================] - 0s - loss: 0.5781     
Epoch 74/1000
4/4 [==============================] - 0s - loss: 0.5723     
Epoch 75/1000
4/4 [==============================] - 0s - loss: 0.5674     
Epoch 76/1000
4/4 [==============================] - 0s - loss: 0.5610     
Epoch 77/1000
4/4 [==============================] - 0s - loss: 0.5570     
Epoch 78/1000
4/4 [==============================] - 0s - loss: 0.5494     
Epoch 79/1000
4/4 [==============================] - 0s - loss: 0.5443     
Epoch 80/1000
4/4 [==============================] - 0s - loss: 0.5392     
Epoch 81/1000
4/4 [==============================] - 0s - loss: 0.5354     
Epoch 82/1000
4/4 [==============================] - 0s - loss: 0.5288     
Epoch 83/1000
4/4 [==============================] - 0s - loss: 0.5236     
Epoch 84/1000
4/4 [==============================] - 0s - loss: 0.5172     
Epoch 85/1000
4/4 [==============================] - 0s - loss: 0.5099     
Epoch 86/1000
4/4 [==============================] - 0s - loss: 0.5040     
Epoch 87/1000
4/4 [==============================] - 0s - loss: 0.4987     
Epoch 88/1000
4/4 [==============================] - 0s - loss: 0.4937     
Epoch 89/1000
4/4 [==============================] - 0s - loss: 0.4851     
Epoch 90/1000
4/4 [==============================] - 0s - loss: 0.4786     
Epoch 91/1000
4/4 [==============================] - 0s - loss: 0.4737     
Epoch 92/1000
4/4 [==============================] - 0s - loss: 0.4666     
Epoch 93/1000
4/4 [==============================] - 0s - loss: 0.4618     
Epoch 94/1000
4/4 [==============================] - 0s - loss: 0.4546     
Epoch 95/1000
4/4 [==============================] - 0s - loss: 0.4465     
Epoch 96/1000
4/4 [==============================] - 0s - loss: 0.4402     
Epoch 97/1000
4/4 [==============================] - 0s - loss: 0.4352     
Epoch 98/1000
4/4 [==============================] - 0s - loss: 0.4269     
Epoch 99/1000
4/4 [==============================] - 0s - loss: 0.4220     
Epoch 100/1000
4/4 [==============================] - 0s - loss: 0.4151     
Epoch 101/1000
4/4 [==============================] - 0s - loss: 0.4076     
Epoch 102/1000
4/4 [==============================] - 0s - loss: 0.4025     
Epoch 103/1000
4/4 [==============================] - 0s - loss: 0.3946     
Epoch 104/1000
4/4 [==============================] - 0s - loss: 0.3881     
Epoch 105/1000
4/4 [==============================] - 0s - loss: 0.3819     
Epoch 106/1000
4/4 [==============================] - 0s - loss: 0.3766     
Epoch 107/1000
4/4 [==============================] - 0s - loss: 0.3700     
Epoch 108/1000
4/4 [==============================] - 0s - loss: 0.3617     
Epoch 109/1000
4/4 [==============================] - 0s - loss: 0.3565     
Epoch 110/1000
4/4 [==============================] - 0s - loss: 0.3489     
Epoch 111/1000
4/4 [==============================] - 0s - loss: 0.3435     
Epoch 112/1000
4/4 [==============================] - 0s - loss: 0.3375     
Epoch 113/1000
4/4 [==============================] - 0s - loss: 0.3308     
Epoch 114/1000
4/4 [==============================] - 0s - loss: 0.3249     
Epoch 115/1000
4/4 [==============================] - 0s - loss: 0.3188     
Epoch 116/1000
4/4 [==============================] - 0s - loss: 0.3126     
Epoch 117/1000
4/4 [==============================] - 0s - loss: 0.3066     
Epoch 118/1000
4/4 [==============================] - 0s - loss: 0.3007     
Epoch 119/1000
4/4 [==============================] - 0s - loss: 0.2952     
Epoch 120/1000
4/4 [==============================] - 0s - loss: 0.2894     
Epoch 121/1000
4/4 [==============================] - 0s - loss: 0.2834     
Epoch 122/1000
4/4 [==============================] - 0s - loss: 0.2782     
Epoch 123/1000
4/4 [==============================] - 0s - loss: 0.2729     
Epoch 124/1000
4/4 [==============================] - 0s - loss: 0.2675     
Epoch 125/1000
4/4 [==============================] - 0s - loss: 0.2615     
Epoch 126/1000
4/4 [==============================] - 0s - loss: 0.2572     
Epoch 127/1000
4/4 [==============================] - 0s - loss: 0.2513     
Epoch 128/1000
4/4 [==============================] - 0s - loss: 0.2462     
Epoch 129/1000
4/4 [==============================] - 0s - loss: 0.2422     
Epoch 130/1000
4/4 [==============================] - 0s - loss: 0.2376     
Epoch 131/1000
4/4 [==============================] - 0s - loss: 0.2327     
Epoch 132/1000
4/4 [==============================] - 0s - loss: 0.2288     
Epoch 133/1000
4/4 [==============================] - 0s - loss: 0.2239     
Epoch 134/1000
4/4 [==============================] - 0s - loss: 0.2191     
Epoch 135/1000
4/4 [==============================] - 0s - loss: 0.2149     
Epoch 136/1000
4/4 [==============================] - 0s - loss: 0.2110     
Epoch 137/1000
4/4 [==============================] - 0s - loss: 0.2073     
Epoch 138/1000
4/4 [==============================] - 0s - loss: 0.2038     
Epoch 139/1000
4/4 [==============================] - 0s - loss: 0.1995     
Epoch 140/1000
4/4 [==============================] - 0s - loss: 0.1954     
Epoch 141/1000
4/4 [==============================] - 0s - loss: 0.1919     
Epoch 142/1000
4/4 [==============================] - 0s - loss: 0.1886     
Epoch 143/1000
4/4 [==============================] - 0s - loss: 0.1851     
Epoch 144/1000
4/4 [==============================] - 0s - loss: 0.1815     
Epoch 145/1000
4/4 [==============================] - 0s - loss: 0.1784     
Epoch 146/1000
4/4 [==============================] - 0s - loss: 0.1750     
Epoch 147/1000
4/4 [==============================] - 0s - loss: 0.1719     
Epoch 148/1000
4/4 [==============================] - 0s - loss: 0.1689     
Epoch 149/1000
4/4 [==============================] - 0s - loss: 0.1660     
Epoch 150/1000
4/4 [==============================] - 0s - loss: 0.1630     
Epoch 151/1000
4/4 [==============================] - 0s - loss: 0.1601     
Epoch 152/1000
4/4 [==============================] - ETA: 0s - loss: 0.151 - 0s - loss: 0.1570     
Epoch 153/1000
4/4 [==============================] - 0s - loss: 0.1546     
Epoch 154/1000
4/4 [==============================] - 0s - loss: 0.1520     
Epoch 155/1000
4/4 [==============================] - 0s - loss: 0.1494     
Epoch 156/1000
4/4 [==============================] - 0s - loss: 0.1469     
Epoch 157/1000
4/4 [==============================] - 0s - loss: 0.1444     
Epoch 158/1000
4/4 [==============================] - 0s - loss: 0.1421     
Epoch 159/1000
4/4 [==============================] - 0s - loss: 0.1395     
Epoch 160/1000
4/4 [==============================] - 0s - loss: 0.1374     
Epoch 161/1000
4/4 [==============================] - 0s - loss: 0.1351     
Epoch 162/1000
4/4 [==============================] - 0s - loss: 0.1331     
Epoch 163/1000
4/4 [==============================] - 0s - loss: 0.1308     
Epoch 164/1000
4/4 [==============================] - 0s - loss: 0.1289     
Epoch 165/1000
4/4 [==============================] - 0s - loss: 0.1270     
Epoch 166/1000
4/4 [==============================] - 0s - loss: 0.1248     
Epoch 167/1000
4/4 [==============================] - 0s - loss: 0.1230     
Epoch 168/1000
4/4 [==============================] - 0s - loss: 0.1212     
Epoch 169/1000
4/4 [==============================] - 0s - loss: 0.1193     
Epoch 170/1000
4/4 [==============================] - 0s - loss: 0.1175     
Epoch 171/1000
4/4 [==============================] - 0s - loss: 0.1158     
Epoch 172/1000
4/4 [==============================] - 0s - loss: 0.1140     
Epoch 173/1000
4/4 [==============================] - 0s - loss: 0.1124     
Epoch 174/1000
4/4 [==============================] - 0s - loss: 0.1108     
Epoch 175/1000
4/4 [==============================] - 0s - loss: 0.1093     
Epoch 176/1000
4/4 [==============================] - 0s - loss: 0.1077     
Epoch 177/1000
4/4 [==============================] - 0s - loss: 0.1062     
Epoch 178/1000
4/4 [==============================] - 0s - loss: 0.1047     
Epoch 179/1000
4/4 [==============================] - 0s - loss: 0.1033     
Epoch 180/1000
4/4 [==============================] - 0s - loss: 0.1019     
Epoch 181/1000
4/4 [==============================] - 0s - loss: 0.1005     
Epoch 182/1000
4/4 [==============================] - 0s - loss: 0.0991     
Epoch 183/1000
4/4 [==============================] - ETA: 0s - loss: 0.044 - 0s - loss: 0.0978     
Epoch 184/1000
4/4 [==============================] - 0s - loss: 0.0964     
Epoch 185/1000
4/4 [==============================] - 0s - loss: 0.0952     
Epoch 186/1000
4/4 [==============================] - 0s - loss: 0.0940     
Epoch 187/1000
4/4 [==============================] - 0s - loss: 0.0928     
Epoch 188/1000
4/4 [==============================] - 0s - loss: 0.0916     
Epoch 189/1000
4/4 [==============================] - 0s - loss: 0.0904     
Epoch 190/1000
4/4 [==============================] - 0s - loss: 0.0893     
Epoch 191/1000
4/4 [==============================] - 0s - loss: 0.0882     
Epoch 192/1000
4/4 [==============================] - 0s - loss: 0.0871     
Epoch 193/1000
4/4 [==============================] - 0s - loss: 0.0860     
Epoch 194/1000
4/4 [==============================] - 0s - loss: 0.0850     
Epoch 195/1000
4/4 [==============================] - 0s - loss: 0.0839     
Epoch 196/1000
4/4 [==============================] - 0s - loss: 0.0829     
Epoch 197/1000
4/4 [==============================] - 0s - loss: 0.0819     
Epoch 198/1000
4/4 [==============================] - 0s - loss: 0.0809     
Epoch 199/1000
4/4 [==============================] - 0s - loss: 0.0800     
Epoch 200/1000
4/4 [==============================] - 0s - loss: 0.0791     
Epoch 201/1000
4/4 [==============================] - 0s - loss: 0.0782     
Epoch 202/1000
4/4 [==============================] - 0s - loss: 0.0772     
Epoch 203/1000
4/4 [==============================] - 0s - loss: 0.0764     
Epoch 204/1000
4/4 [==============================] - 0s - loss: 0.0756     
Epoch 205/1000
4/4 [==============================] - 0s - loss: 0.0747     
Epoch 206/1000
4/4 [==============================] - 0s - loss: 0.0739     
Epoch 207/1000
4/4 [==============================] - 0s - loss: 0.0731     
Epoch 208/1000
4/4 [==============================] - 0s - loss: 0.0723     
Epoch 209/1000
4/4 [==============================] - 0s - loss: 0.0715     
Epoch 210/1000
4/4 [==============================] - 0s - loss: 0.0707     
Epoch 211/1000
4/4 [==============================] - 0s - loss: 0.0700     
Epoch 212/1000
4/4 [==============================] - 0s - loss: 0.0692     
Epoch 213/1000
4/4 [==============================] - 0s - loss: 0.0685     
Epoch 214/1000
4/4 [==============================] - 0s - loss: 0.0678     
Epoch 215/1000
4/4 [==============================] - 0s - loss: 0.0671     
Epoch 216/1000
4/4 [==============================] - 0s - loss: 0.0664     
Epoch 217/1000
4/4 [==============================] - 0s - loss: 0.0658     
Epoch 218/1000
4/4 [==============================] - 0s - loss: 0.0651     
Epoch 219/1000
4/4 [==============================] - ETA: 0s - loss: 0.070 - 0s - loss: 0.0644     
Epoch 220/1000
4/4 [==============================] - 0s - loss: 0.0638     
Epoch 221/1000
4/4 [==============================] - 0s - loss: 0.0632     
Epoch 222/1000
4/4 [==============================] - 0s - loss: 0.0625     
Epoch 223/1000
4/4 [==============================] - 0s - loss: 0.0619     
Epoch 224/1000
4/4 [==============================] - 0s - loss: 0.0613     
Epoch 225/1000
4/4 [==============================] - 0s - loss: 0.0607     
Epoch 226/1000
4/4 [==============================] - 0s - loss: 0.0602     
Epoch 227/1000
4/4 [==============================] - 0s - loss: 0.0596     
Epoch 228/1000
4/4 [==============================] - 0s - loss: 0.0590     
Epoch 229/1000
4/4 [==============================] - 0s - loss: 0.0585     
Epoch 230/1000
4/4 [==============================] - 0s - loss: 0.0579     
Epoch 231/1000
4/4 [==============================] - 0s - loss: 0.0574     
Epoch 232/1000
4/4 [==============================] - 0s - loss: 0.0569     
Epoch 233/1000
4/4 [==============================] - 0s - loss: 0.0563     
Epoch 234/1000
4/4 [==============================] - 0s - loss: 0.0558     
Epoch 235/1000
4/4 [==============================] - 0s - loss: 0.0554     
Epoch 236/1000
4/4 [==============================] - 0s - loss: 0.0549     
Epoch 237/1000
4/4 [==============================] - 0s - loss: 0.0544     
Epoch 238/1000
4/4 [==============================] - 0s - loss: 0.0539     
Epoch 239/1000
4/4 [==============================] - ETA: 0s - loss: 0.056 - 0s - loss: 0.0534     
Epoch 240/1000
4/4 [==============================] - 0s - loss: 0.0530     
Epoch 241/1000
4/4 [==============================] - 0s - loss: 0.0525     
Epoch 242/1000
4/4 [==============================] - 0s - loss: 0.0521     
Epoch 243/1000
4/4 [==============================] - 0s - loss: 0.0516     
Epoch 244/1000
4/4 [==============================] - ETA: 0s - loss: 0.054 - 0s - loss: 0.0512     
Epoch 245/1000
4/4 [==============================] - 0s - loss: 0.0508     
Epoch 246/1000
4/4 [==============================] - 0s - loss: 0.0503     
Epoch 247/1000
4/4 [==============================] - 0s - loss: 0.0499     
Epoch 248/1000
4/4 [==============================] - 0s - loss: 0.0495     
Epoch 249/1000
4/4 [==============================] - 0s - loss: 0.0491     
Epoch 250/1000
4/4 [==============================] - 0s - loss: 0.0487     
Epoch 251/1000
4/4 [==============================] - 0s - loss: 0.0483     
Epoch 252/1000
4/4 [==============================] - 0s - loss: 0.0479     
Epoch 253/1000
4/4 [==============================] - 0s - loss: 0.0475     
Epoch 254/1000
4/4 [==============================] - 0s - loss: 0.0471     
Epoch 255/1000
4/4 [==============================] - 0s - loss: 0.0468     
Epoch 256/1000
4/4 [==============================] - 0s - loss: 0.0464     
Epoch 257/1000
4/4 [==============================] - 0s - loss: 0.0460     
Epoch 258/1000
4/4 [==============================] - 0s - loss: 0.0457     
Epoch 259/1000
4/4 [==============================] - 0s - loss: 0.0453     
Epoch 260/1000
4/4 [==============================] - 0s - loss: 0.0450     
Epoch 261/1000
4/4 [==============================] - 0s - loss: 0.0446     
Epoch 262/1000
4/4 [==============================] - 0s - loss: 0.0443     
Epoch 263/1000
4/4 [==============================] - 0s - loss: 0.0440     
Epoch 264/1000
4/4 [==============================] - 0s - loss: 0.0436     
Epoch 265/1000
4/4 [==============================] - 0s - loss: 0.0433     
Epoch 266/1000
4/4 [==============================] - 0s - loss: 0.0430     
Epoch 267/1000
4/4 [==============================] - 0s - loss: 0.0427     
Epoch 268/1000
4/4 [==============================] - 0s - loss: 0.0424     
Epoch 269/1000
4/4 [==============================] - 0s - loss: 0.0421     
Epoch 270/1000
4/4 [==============================] - 0s - loss: 0.0418     
Epoch 271/1000
4/4 [==============================] - 0s - loss: 0.0415     
Epoch 272/1000
4/4 [==============================] - 0s - loss: 0.0412     
Epoch 273/1000
4/4 [==============================] - 0s - loss: 0.0409     
Epoch 274/1000
4/4 [==============================] - 0s - loss: 0.0406     
Epoch 275/1000
4/4 [==============================] - 0s - loss: 0.0403     
Epoch 276/1000
4/4 [==============================] - 0s - loss: 0.0400     
Epoch 277/1000
4/4 [==============================] - 0s - loss: 0.0397     
Epoch 278/1000
4/4 [==============================] - 0s - loss: 0.0395     
Epoch 279/1000
4/4 [==============================] - 0s - loss: 0.0392     
Epoch 280/1000
4/4 [==============================] - 0s - loss: 0.0389     
Epoch 281/1000
4/4 [==============================] - 0s - loss: 0.0386     
Epoch 282/1000
4/4 [==============================] - 0s - loss: 0.0384     
Epoch 283/1000
4/4 [==============================] - 0s - loss: 0.0381     
Epoch 284/1000
4/4 [==============================] - 0s - loss: 0.0379     
Epoch 285/1000
4/4 [==============================] - 0s - loss: 0.0376     
Epoch 286/1000
4/4 [==============================] - 0s - loss: 0.0374     
Epoch 287/1000
4/4 [==============================] - 0s - loss: 0.0371     
Epoch 288/1000
4/4 [==============================] - 0s - loss: 0.0369     
Epoch 289/1000
4/4 [==============================] - 0s - loss: 0.0366     
Epoch 290/1000
4/4 [==============================] - ETA: 0s - loss: 0.015 - 0s - loss: 0.0364     
Epoch 291/1000
4/4 [==============================] - 0s - loss: 0.0362     
Epoch 292/1000
4/4 [==============================] - 0s - loss: 0.0359     
Epoch 293/1000
4/4 [==============================] - 0s - loss: 0.0357     
Epoch 294/1000
4/4 [==============================] - 0s - loss: 0.0355     
Epoch 295/1000
4/4 [==============================] - 0s - loss: 0.0352     
Epoch 296/1000
4/4 [==============================] - 0s - loss: 0.0350     
Epoch 297/1000
4/4 [==============================] - 0s - loss: 0.0348     
Epoch 298/1000
4/4 [==============================] - 0s - loss: 0.0346     
Epoch 299/1000
4/4 [==============================] - 0s - loss: 0.0344     
Epoch 300/1000
4/4 [==============================] - 0s - loss: 0.0342     
Epoch 301/1000
4/4 [==============================] - 0s - loss: 0.0339     
Epoch 302/1000
4/4 [==============================] - 0s - loss: 0.0337     
Epoch 303/1000
4/4 [==============================] - 0s - loss: 0.0335     
Epoch 304/1000
4/4 [==============================] - 0s - loss: 0.0333     
Epoch 305/1000
4/4 [==============================] - 0s - loss: 0.0331     
Epoch 306/1000
4/4 [==============================] - 0s - loss: 0.0329     
Epoch 307/1000
4/4 [==============================] - 0s - loss: 0.0327     
Epoch 308/1000
4/4 [==============================] - 0s - loss: 0.0325     
Epoch 309/1000
4/4 [==============================] - 0s - loss: 0.0323     
Epoch 310/1000
4/4 [==============================] - 0s - loss: 0.0321     
Epoch 311/1000
4/4 [==============================] - 0s - loss: 0.0320     
Epoch 312/1000
4/4 [==============================] - 0s - loss: 0.0318     
Epoch 313/1000
4/4 [==============================] - 0s - loss: 0.0316     
Epoch 314/1000
4/4 [==============================] - 0s - loss: 0.0314     
Epoch 315/1000
4/4 [==============================] - 0s - loss: 0.0312     
Epoch 316/1000
4/4 [==============================] - 0s - loss: 0.0310     
Epoch 317/1000
4/4 [==============================] - 0s - loss: 0.0309     
Epoch 318/1000
4/4 [==============================] - 0s - loss: 0.0307     
Epoch 319/1000
4/4 [==============================] - 0s - loss: 0.0305     
Epoch 320/1000
4/4 [==============================] - 0s - loss: 0.0303     
Epoch 321/1000
4/4 [==============================] - 0s - loss: 0.0302     
Epoch 322/1000
4/4 [==============================] - 0s - loss: 0.0300     
Epoch 323/1000
4/4 [==============================] - 0s - loss: 0.0298     
Epoch 324/1000
4/4 [==============================] - 0s - loss: 0.0297     
Epoch 325/1000
4/4 [==============================] - 0s - loss: 0.0295     
Epoch 326/1000
4/4 [==============================] - 0s - loss: 0.0293     
Epoch 327/1000
4/4 [==============================] - 0s - loss: 0.0292     
Epoch 328/1000
4/4 [==============================] - 0s - loss: 0.0290     
Epoch 329/1000
4/4 [==============================] - 0s - loss: 0.0289     
Epoch 330/1000
4/4 [==============================] - 0s - loss: 0.0287     
Epoch 331/1000
4/4 [==============================] - 0s - loss: 0.0286     
Epoch 332/1000
4/4 [==============================] - 0s - loss: 0.0284     
Epoch 333/1000
4/4 [==============================] - 0s - loss: 0.0282     
Epoch 334/1000
4/4 [==============================] - 0s - loss: 0.0281     
Epoch 335/1000
4/4 [==============================] - 0s - loss: 0.0279     
Epoch 336/1000
4/4 [==============================] - 0s - loss: 0.0278     
Epoch 337/1000
4/4 [==============================] - 0s - loss: 0.0277     
Epoch 338/1000
4/4 [==============================] - 0s - loss: 0.0275     
Epoch 339/1000
4/4 [==============================] - 0s - loss: 0.0274     
Epoch 340/1000
4/4 [==============================] - 0s - loss: 0.0272     
Epoch 341/1000
4/4 [==============================] - 0s - loss: 0.0271     
Epoch 342/1000
4/4 [==============================] - 0s - loss: 0.0269     
Epoch 343/1000
4/4 [==============================] - 0s - loss: 0.0268     
Epoch 344/1000
4/4 [==============================] - 0s - loss: 0.0267     
Epoch 345/1000
4/4 [==============================] - 0s - loss: 0.0265     
Epoch 346/1000
4/4 [==============================] - 0s - loss: 0.0264     
Epoch 347/1000
4/4 [==============================] - 0s - loss: 0.0263     
Epoch 348/1000
4/4 [==============================] - 0s - loss: 0.0261     
Epoch 349/1000
4/4 [==============================] - 0s - loss: 0.0260     
Epoch 350/1000
4/4 [==============================] - 0s - loss: 0.0259     
Epoch 351/1000
4/4 [==============================] - 0s - loss: 0.0257     
Epoch 352/1000
4/4 [==============================] - 0s - loss: 0.0256     
Epoch 353/1000
4/4 [==============================] - ETA: 0s - loss: 0.026 - 0s - loss: 0.0255     
Epoch 354/1000
4/4 [==============================] - 0s - loss: 0.0254     
Epoch 355/1000
4/4 [==============================] - 0s - loss: 0.0252     
Epoch 356/1000
4/4 [==============================] - 0s - loss: 0.0251     
Epoch 357/1000
4/4 [==============================] - 0s - loss: 0.0250     
Epoch 358/1000
4/4 [==============================] - 0s - loss: 0.0249     
Epoch 359/1000
4/4 [==============================] - 0s - loss: 0.0248     
Epoch 360/1000
4/4 [==============================] - 0s - loss: 0.0246     
Epoch 361/1000
4/4 [==============================] - 0s - loss: 0.0245     
Epoch 362/1000
4/4 [==============================] - 0s - loss: 0.0244     
Epoch 363/1000
4/4 [==============================] - 0s - loss: 0.0243     
Epoch 364/1000
4/4 [==============================] - 0s - loss: 0.0242     
Epoch 365/1000
4/4 [==============================] - 0s - loss: 0.0241     
Epoch 366/1000
4/4 [==============================] - 0s - loss: 0.0239     
Epoch 367/1000
4/4 [==============================] - 0s - loss: 0.0238     
Epoch 368/1000
4/4 [==============================] - 0s - loss: 0.0237     
Epoch 369/1000
4/4 [==============================] - 0s - loss: 0.0236     
Epoch 370/1000
4/4 [==============================] - 0s - loss: 0.0235     
Epoch 371/1000
4/4 [==============================] - 0s - loss: 0.0234     
Epoch 372/1000
4/4 [==============================] - 0s - loss: 0.0233     
Epoch 373/1000
4/4 [==============================] - 0s - loss: 0.0232     
Epoch 374/1000
4/4 [==============================] - 0s - loss: 0.0231     
Epoch 375/1000
4/4 [==============================] - 0s - loss: 0.0230     
Epoch 376/1000
4/4 [==============================] - 0s - loss: 0.0229     
Epoch 377/1000
4/4 [==============================] - 0s - loss: 0.0228     
Epoch 378/1000
4/4 [==============================] - 0s - loss: 0.0227     
Epoch 379/1000
4/4 [==============================] - 0s - loss: 0.0226     
Epoch 380/1000
4/4 [==============================] - 0s - loss: 0.0224     
Epoch 381/1000
4/4 [==============================] - 0s - loss: 0.0223     
Epoch 382/1000
4/4 [==============================] - 0s - loss: 0.0222     
Epoch 383/1000
4/4 [==============================] - 0s - loss: 0.0221     
Epoch 384/1000
4/4 [==============================] - 0s - loss: 0.0221     
Epoch 385/1000
4/4 [==============================] - 0s - loss: 0.0220     
Epoch 386/1000
4/4 [==============================] - 0s - loss: 0.0219     
Epoch 387/1000
4/4 [==============================] - 0s - loss: 0.0218     
Epoch 388/1000
4/4 [==============================] - 0s - loss: 0.0217     
Epoch 389/1000
4/4 [==============================] - 0s - loss: 0.0216     
Epoch 390/1000
4/4 [==============================] - 0s - loss: 0.0215     
Epoch 391/1000
4/4 [==============================] - 0s - loss: 0.0214     
Epoch 392/1000
4/4 [==============================] - 0s - loss: 0.0213     
Epoch 393/1000
4/4 [==============================] - 0s - loss: 0.0212     
Epoch 394/1000
4/4 [==============================] - 0s - loss: 0.0211     
Epoch 395/1000
4/4 [==============================] - 0s - loss: 0.0210     
Epoch 396/1000
4/4 [==============================] - 0s - loss: 0.0209     
Epoch 397/1000
4/4 [==============================] - 0s - loss: 0.0208     
Epoch 398/1000
4/4 [==============================] - 0s - loss: 0.0208     
Epoch 399/1000
4/4 [==============================] - 0s - loss: 0.0207     
Epoch 400/1000
4/4 [==============================] - 0s - loss: 0.0206     
Epoch 401/1000
4/4 [==============================] - 0s - loss: 0.0205     
Epoch 402/1000
4/4 [==============================] - 0s - loss: 0.0204     
Epoch 403/1000
4/4 [==============================] - 0s - loss: 0.0203     
Epoch 404/1000
4/4 [==============================] - 0s - loss: 0.0202     
Epoch 405/1000
4/4 [==============================] - 0s - loss: 0.0202     
Epoch 406/1000
4/4 [==============================] - 0s - loss: 0.0201     
Epoch 407/1000
4/4 [==============================] - 0s - loss: 0.0200     
Epoch 408/1000
4/4 [==============================] - 0s - loss: 0.0199     
Epoch 409/1000
4/4 [==============================] - 0s - loss: 0.0198     
Epoch 410/1000
4/4 [==============================] - 0s - loss: 0.0197     
Epoch 411/1000
4/4 [==============================] - 0s - loss: 0.0197     
Epoch 412/1000
4/4 [==============================] - 0s - loss: 0.0196     
Epoch 413/1000
4/4 [==============================] - 0s - loss: 0.0195     
Epoch 414/1000
4/4 [==============================] - 0s - loss: 0.0194     
Epoch 415/1000
4/4 [==============================] - 0s - loss: 0.0194     
Epoch 416/1000
4/4 [==============================] - 0s - loss: 0.0193     
Epoch 417/1000
4/4 [==============================] - 0s - loss: 0.0192     
Epoch 418/1000
4/4 [==============================] - 0s - loss: 0.0191     
Epoch 419/1000
4/4 [==============================] - 0s - loss: 0.0190     
Epoch 420/1000
4/4 [==============================] - ETA: 0s - loss: 0.020 - 0s - loss: 0.0190     
Epoch 421/1000
4/4 [==============================] - 0s - loss: 0.0189     
Epoch 422/1000
4/4 [==============================] - 0s - loss: 0.0188     
Epoch 423/1000
4/4 [==============================] - 0s - loss: 0.0188     
Epoch 424/1000
4/4 [==============================] - 0s - loss: 0.0187     
Epoch 425/1000
4/4 [==============================] - 0s - loss: 0.0186     
Epoch 426/1000
4/4 [==============================] - 0s - loss: 0.0185     
Epoch 427/1000
4/4 [==============================] - 0s - loss: 0.0185     
Epoch 428/1000
4/4 [==============================] - 0s - loss: 0.0184     
Epoch 429/1000
4/4 [==============================] - 0s - loss: 0.0183     
Epoch 430/1000
4/4 [==============================] - 0s - loss: 0.0182     
Epoch 431/1000
4/4 [==============================] - 0s - loss: 0.0182     
Epoch 432/1000
4/4 [==============================] - 0s - loss: 0.0181     
Epoch 433/1000
4/4 [==============================] - 0s - loss: 0.0180     
Epoch 434/1000
4/4 [==============================] - 0s - loss: 0.0180     
Epoch 435/1000
4/4 [==============================] - 0s - loss: 0.0179     
Epoch 436/1000
4/4 [==============================] - 0s - loss: 0.0178     
Epoch 437/1000
4/4 [==============================] - 0s - loss: 0.0178     
Epoch 438/1000
4/4 [==============================] - 0s - loss: 0.0177     
Epoch 439/1000
4/4 [==============================] - 0s - loss: 0.0176     
Epoch 440/1000
4/4 [==============================] - 0s - loss: 0.0176     
Epoch 441/1000
4/4 [==============================] - 0s - loss: 0.0175     
Epoch 442/1000
4/4 [==============================] - 0s - loss: 0.0174     
Epoch 443/1000
4/4 [==============================] - 0s - loss: 0.0174     
Epoch 444/1000
4/4 [==============================] - 0s - loss: 0.0173     
Epoch 445/1000
4/4 [==============================] - 0s - loss: 0.0172     
Epoch 446/1000
4/4 [==============================] - 0s - loss: 0.0172     
Epoch 447/1000
4/4 [==============================] - 0s - loss: 0.0171     
Epoch 448/1000
4/4 [==============================] - 0s - loss: 0.0171     
Epoch 449/1000
4/4 [==============================] - 0s - loss: 0.0170     
Epoch 450/1000
4/4 [==============================] - 0s - loss: 0.0169     
Epoch 451/1000
4/4 [==============================] - 0s - loss: 0.0169     
Epoch 452/1000
4/4 [==============================] - 0s - loss: 0.0168     
Epoch 453/1000
4/4 [==============================] - 0s - loss: 0.0168     
Epoch 454/1000
4/4 [==============================] - 0s - loss: 0.0167     
Epoch 455/1000
4/4 [==============================] - 0s - loss: 0.0166     
Epoch 456/1000
4/4 [==============================] - 0s - loss: 0.0166     
Epoch 457/1000
4/4 [==============================] - 0s - loss: 0.0165     
Epoch 458/1000
4/4 [==============================] - 0s - loss: 0.0165     
Epoch 459/1000
4/4 [==============================] - 0s - loss: 0.0164     
Epoch 460/1000
4/4 [==============================] - 0s - loss: 0.0163     
Epoch 461/1000
4/4 [==============================] - 0s - loss: 0.0163     
Epoch 462/1000
4/4 [==============================] - 0s - loss: 0.0162     
Epoch 463/1000
4/4 [==============================] - 0s - loss: 0.0162     
Epoch 464/1000
4/4 [==============================] - 0s - loss: 0.0161     
Epoch 465/1000
4/4 [==============================] - 0s - loss: 0.0161     
Epoch 466/1000
4/4 [==============================] - 0s - loss: 0.0160     
Epoch 467/1000
4/4 [==============================] - 0s - loss: 0.0159     
Epoch 468/1000
4/4 [==============================] - 0s - loss: 0.0159     
Epoch 469/1000
4/4 [==============================] - 0s - loss: 0.0158     
Epoch 470/1000
4/4 [==============================] - ETA: 0s - loss: 0.006 - 0s - loss: 0.0158     
Epoch 471/1000
4/4 [==============================] - 0s - loss: 0.0157     
Epoch 472/1000
4/4 [==============================] - 0s - loss: 0.0157     
Epoch 473/1000
4/4 [==============================] - 0s - loss: 0.0156     
Epoch 474/1000
4/4 [==============================] - 0s - loss: 0.0156     
Epoch 475/1000
4/4 [==============================] - 0s - loss: 0.0155     
Epoch 476/1000
4/4 [==============================] - 0s - loss: 0.0155     
Epoch 477/1000
4/4 [==============================] - 0s - loss: 0.0154     
Epoch 478/1000
4/4 [==============================] - 0s - loss: 0.0154     
Epoch 479/1000
4/4 [==============================] - 0s - loss: 0.0153     
Epoch 480/1000
4/4 [==============================] - 0s - loss: 0.0152     
Epoch 481/1000
4/4 [==============================] - 0s - loss: 0.0152     
Epoch 482/1000
4/4 [==============================] - 0s - loss: 0.0151     
Epoch 483/1000
4/4 [==============================] - 0s - loss: 0.0151     
Epoch 484/1000
4/4 [==============================] - 0s - loss: 0.0150     
Epoch 485/1000
4/4 [==============================] - 0s - loss: 0.0150     
Epoch 486/1000
4/4 [==============================] - 0s - loss: 0.0149     
Epoch 487/1000
4/4 [==============================] - 0s - loss: 0.0149     
Epoch 488/1000
4/4 [==============================] - 0s - loss: 0.0148     
Epoch 489/1000
4/4 [==============================] - 0s - loss: 0.0148     
Epoch 490/1000
4/4 [==============================] - 0s - loss: 0.0147     
Epoch 491/1000
4/4 [==============================] - 0s - loss: 0.0147     
Epoch 492/1000
4/4 [==============================] - 0s - loss: 0.0147     
Epoch 493/1000
4/4 [==============================] - 0s - loss: 0.0146     
Epoch 494/1000
4/4 [==============================] - 0s - loss: 0.0146     
Epoch 495/1000
4/4 [==============================] - 0s - loss: 0.0145     
Epoch 496/1000
4/4 [==============================] - 0s - loss: 0.0145     
Epoch 497/1000
4/4 [==============================] - 0s - loss: 0.0144     
Epoch 498/1000
4/4 [==============================] - 0s - loss: 0.0144     
Epoch 499/1000
4/4 [==============================] - 0s - loss: 0.0143     
Epoch 500/1000
4/4 [==============================] - 0s - loss: 0.0143     
Epoch 501/1000
4/4 [==============================] - 0s - loss: 0.0142     
Epoch 502/1000
4/4 [==============================] - 0s - loss: 0.0142     
Epoch 503/1000
4/4 [==============================] - 0s - loss: 0.0141     
Epoch 504/1000
4/4 [==============================] - 0s - loss: 0.0141     
Epoch 505/1000
4/4 [==============================] - 0s - loss: 0.0141     
Epoch 506/1000
4/4 [==============================] - 0s - loss: 0.0140     
Epoch 507/1000
4/4 [==============================] - 0s - loss: 0.0140     
Epoch 508/1000
4/4 [==============================] - 0s - loss: 0.0139     
Epoch 509/1000
4/4 [==============================] - 0s - loss: 0.0139     
Epoch 510/1000
4/4 [==============================] - 0s - loss: 0.0138     
Epoch 511/1000
4/4 [==============================] - 0s - loss: 0.0138     
Epoch 512/1000
4/4 [==============================] - 0s - loss: 0.0137     
Epoch 513/1000
4/4 [==============================] - 0s - loss: 0.0137     
Epoch 514/1000
4/4 [==============================] - 0s - loss: 0.0137     
Epoch 515/1000
4/4 [==============================] - 0s - loss: 0.0136     
Epoch 516/1000
4/4 [==============================] - 0s - loss: 0.0136     
Epoch 517/1000
4/4 [==============================] - 0s - loss: 0.0135     
Epoch 518/1000
4/4 [==============================] - 0s - loss: 0.0135     
Epoch 519/1000
4/4 [==============================] - 0s - loss: 0.0134     
Epoch 520/1000
4/4 [==============================] - 0s - loss: 0.0134     
Epoch 521/1000
4/4 [==============================] - 0s - loss: 0.0134     
Epoch 522/1000
4/4 [==============================] - 0s - loss: 0.0133     
Epoch 523/1000
4/4 [==============================] - 0s - loss: 0.0133     
Epoch 524/1000
4/4 [==============================] - 0s - loss: 0.0132     
Epoch 525/1000
4/4 [==============================] - 0s - loss: 0.0132     
Epoch 526/1000
4/4 [==============================] - 0s - loss: 0.0132     
Epoch 527/1000
4/4 [==============================] - 0s - loss: 0.0131     
Epoch 528/1000
4/4 [==============================] - 0s - loss: 0.0131     
Epoch 529/1000
4/4 [==============================] - 0s - loss: 0.0130     
Epoch 530/1000
4/4 [==============================] - 0s - loss: 0.0130     
Epoch 531/1000
4/4 [==============================] - 0s - loss: 0.0130     
Epoch 532/1000
4/4 [==============================] - 0s - loss: 0.0129     
Epoch 533/1000
4/4 [==============================] - 0s - loss: 0.0129     
Epoch 534/1000
4/4 [==============================] - 0s - loss: 0.0129     
Epoch 535/1000
4/4 [==============================] - 0s - loss: 0.0128     
Epoch 536/1000
4/4 [==============================] - 0s - loss: 0.0128     
Epoch 537/1000
4/4 [==============================] - 0s - loss: 0.0127     
Epoch 538/1000
4/4 [==============================] - 0s - loss: 0.0127     
Epoch 539/1000
4/4 [==============================] - 0s - loss: 0.0127     
Epoch 540/1000
4/4 [==============================] - 0s - loss: 0.0126     
Epoch 541/1000
4/4 [==============================] - 0s - loss: 0.0126     
Epoch 542/1000
4/4 [==============================] - 0s - loss: 0.0126     
Epoch 543/1000
4/4 [==============================] - 0s - loss: 0.0125     
Epoch 544/1000
4/4 [==============================] - 0s - loss: 0.0125     
Epoch 545/1000
4/4 [==============================] - 0s - loss: 0.0124     
Epoch 546/1000
4/4 [==============================] - 0s - loss: 0.0124     
Epoch 547/1000
4/4 [==============================] - 0s - loss: 0.0124     
Epoch 548/1000
4/4 [==============================] - 0s - loss: 0.0123     
Epoch 549/1000
4/4 [==============================] - 0s - loss: 0.0123     
Epoch 550/1000
4/4 [==============================] - 0s - loss: 0.0123     
Epoch 551/1000
4/4 [==============================] - 0s - loss: 0.0122     
Epoch 552/1000
4/4 [==============================] - 0s - loss: 0.0122     
Epoch 553/1000
4/4 [==============================] - 0s - loss: 0.0122     
Epoch 554/1000
4/4 [==============================] - 0s - loss: 0.0121     
Epoch 555/1000
4/4 [==============================] - 0s - loss: 0.0121     
Epoch 556/1000
4/4 [==============================] - 0s - loss: 0.0121     
Epoch 557/1000
4/4 [==============================] - 0s - loss: 0.0120     
Epoch 558/1000
4/4 [==============================] - 0s - loss: 0.0120     
Epoch 559/1000
4/4 [==============================] - 0s - loss: 0.0120     
Epoch 560/1000
4/4 [==============================] - 0s - loss: 0.0119     
Epoch 561/1000
4/4 [==============================] - 0s - loss: 0.0119     
Epoch 562/1000
4/4 [==============================] - 0s - loss: 0.0119     
Epoch 563/1000
4/4 [==============================] - 0s - loss: 0.0118     
Epoch 564/1000
4/4 [==============================] - 0s - loss: 0.0118     
Epoch 565/1000
4/4 [==============================] - 0s - loss: 0.0118     
Epoch 566/1000
4/4 [==============================] - 0s - loss: 0.0117     
Epoch 567/1000
4/4 [==============================] - 0s - loss: 0.0117     
Epoch 568/1000
4/4 [==============================] - 0s - loss: 0.0117     
Epoch 569/1000
4/4 [==============================] - 0s - loss: 0.0116     
Epoch 570/1000
4/4 [==============================] - 0s - loss: 0.0116     
Epoch 571/1000
4/4 [==============================] - 0s - loss: 0.0116     
Epoch 572/1000
4/4 [==============================] - 0s - loss: 0.0115     
Epoch 573/1000
4/4 [==============================] - ETA: 0s - loss: 0.015 - 0s - loss: 0.0115     
Epoch 574/1000
4/4 [==============================] - 0s - loss: 0.0115     
Epoch 575/1000
4/4 [==============================] - 0s - loss: 0.0114     
Epoch 576/1000
4/4 [==============================] - 0s - loss: 0.0114     
Epoch 577/1000
4/4 [==============================] - 0s - loss: 0.0114     
Epoch 578/1000
4/4 [==============================] - 0s - loss: 0.0113     
Epoch 579/1000
4/4 [==============================] - 0s - loss: 0.0113     
Epoch 580/1000
4/4 [==============================] - 0s - loss: 0.0113     
Epoch 581/1000
4/4 [==============================] - 0s - loss: 0.0112     
Epoch 582/1000
4/4 [==============================] - 0s - loss: 0.0112     
Epoch 583/1000
4/4 [==============================] - 0s - loss: 0.0112     
Epoch 584/1000
4/4 [==============================] - 0s - loss: 0.0112     
Epoch 585/1000
4/4 [==============================] - 0s - loss: 0.0111     
Epoch 586/1000
4/4 [==============================] - 0s - loss: 0.0111     
Epoch 587/1000
4/4 [==============================] - 0s - loss: 0.0111     
Epoch 588/1000
4/4 [==============================] - 0s - loss: 0.0110     
Epoch 589/1000
4/4 [==============================] - 0s - loss: 0.0110     
Epoch 590/1000
4/4 [==============================] - 0s - loss: 0.0110     
Epoch 591/1000
4/4 [==============================] - 0s - loss: 0.0109     
Epoch 592/1000
4/4 [==============================] - 0s - loss: 0.0109     
Epoch 593/1000
4/4 [==============================] - 0s - loss: 0.0109     
Epoch 594/1000
4/4 [==============================] - 0s - loss: 0.0109     
Epoch 595/1000
4/4 [==============================] - 0s - loss: 0.0108     
Epoch 596/1000
4/4 [==============================] - 0s - loss: 0.0108     
Epoch 597/1000
4/4 [==============================] - 0s - loss: 0.0108     
Epoch 598/1000
4/4 [==============================] - 0s - loss: 0.0107     
Epoch 599/1000
4/4 [==============================] - 0s - loss: 0.0107     
Epoch 600/1000
4/4 [==============================] - 0s - loss: 0.0107     
Epoch 601/1000
4/4 [==============================] - 0s - loss: 0.0107     
Epoch 602/1000
4/4 [==============================] - 0s - loss: 0.0106     
Epoch 603/1000
4/4 [==============================] - 0s - loss: 0.0106     
Epoch 604/1000
4/4 [==============================] - 0s - loss: 0.0106     
Epoch 605/1000
4/4 [==============================] - 0s - loss: 0.0106     
Epoch 606/1000
4/4 [==============================] - 0s - loss: 0.0105     
Epoch 607/1000
4/4 [==============================] - 0s - loss: 0.0105     
Epoch 608/1000
4/4 [==============================] - 0s - loss: 0.0105     
Epoch 609/1000
4/4 [==============================] - 0s - loss: 0.0104     
Epoch 610/1000
4/4 [==============================] - 0s - loss: 0.0104     
Epoch 611/1000
4/4 [==============================] - 0s - loss: 0.0104     
Epoch 612/1000
4/4 [==============================] - 0s - loss: 0.0104     
Epoch 613/1000
4/4 [==============================] - 0s - loss: 0.0103     
Epoch 614/1000
4/4 [==============================] - 0s - loss: 0.0103     
Epoch 615/1000
4/4 [==============================] - 0s - loss: 0.0103     
Epoch 616/1000
4/4 [==============================] - 0s - loss: 0.0103     
Epoch 617/1000
4/4 [==============================] - 0s - loss: 0.0102     
Epoch 618/1000
4/4 [==============================] - 0s - loss: 0.0102     
Epoch 619/1000
4/4 [==============================] - 0s - loss: 0.0102     
Epoch 620/1000
4/4 [==============================] - 0s - loss: 0.0102     
Epoch 621/1000
4/4 [==============================] - ETA: 0s - loss: 0.004 - 0s - loss: 0.0101     
Epoch 622/1000
4/4 [==============================] - 0s - loss: 0.0101     
Epoch 623/1000
4/4 [==============================] - 0s - loss: 0.0101     
Epoch 624/1000
4/4 [==============================] - 0s - loss: 0.0101     
Epoch 625/1000
4/4 [==============================] - 0s - loss: 0.0100     
Epoch 626/1000
4/4 [==============================] - 0s - loss: 0.0100     
Epoch 627/1000
4/4 [==============================] - 0s - loss: 0.0100     
Epoch 628/1000
4/4 [==============================] - 0s - loss: 0.0100     
Epoch 629/1000
4/4 [==============================] - 0s - loss: 0.0099     
Epoch 630/1000
4/4 [==============================] - 0s - loss: 0.0099     
Epoch 631/1000
4/4 [==============================] - 0s - loss: 0.0099     
Epoch 632/1000
4/4 [==============================] - 0s - loss: 0.0099     
Epoch 633/1000
4/4 [==============================] - 0s - loss: 0.0098     
Epoch 634/1000
4/4 [==============================] - 0s - loss: 0.0098     
Epoch 635/1000
4/4 [==============================] - 0s - loss: 0.0098     
Epoch 636/1000
4/4 [==============================] - 0s - loss: 0.0098     
Epoch 637/1000
4/4 [==============================] - 0s - loss: 0.0097     
Epoch 638/1000
4/4 [==============================] - 0s - loss: 0.0097     
Epoch 639/1000
4/4 [==============================] - 0s - loss: 0.0097     
Epoch 640/1000
4/4 [==============================] - 0s - loss: 0.0097     
Epoch 641/1000
4/4 [==============================] - 0s - loss: 0.0096     
Epoch 642/1000
4/4 [==============================] - 0s - loss: 0.0096     
Epoch 643/1000
4/4 [==============================] - ETA: 0s - loss: 0.003 - 0s - loss: 0.0096     
Epoch 644/1000
4/4 [==============================] - 0s - loss: 0.0096     
Epoch 645/1000
4/4 [==============================] - 0s - loss: 0.0095     
Epoch 646/1000
4/4 [==============================] - 0s - loss: 0.0095     
Epoch 647/1000
4/4 [==============================] - 0s - loss: 0.0095     
Epoch 648/1000
4/4 [==============================] - 0s - loss: 0.0095     
Epoch 649/1000
4/4 [==============================] - 0s - loss: 0.0095     
Epoch 650/1000
4/4 [==============================] - ETA: 0s - loss: 0.003 - 0s - loss: 0.0094     
Epoch 651/1000
4/4 [==============================] - 0s - loss: 0.0094     
Epoch 652/1000
4/4 [==============================] - 0s - loss: 0.0094     
Epoch 653/1000
4/4 [==============================] - 0s - loss: 0.0094     
Epoch 654/1000
4/4 [==============================] - 0s - loss: 0.0093     
Epoch 655/1000
4/4 [==============================] - 0s - loss: 0.0093     
Epoch 656/1000
4/4 [==============================] - 0s - loss: 0.0093     
Epoch 657/1000
4/4 [==============================] - 0s - loss: 0.0093     
Epoch 658/1000
4/4 [==============================] - 0s - loss: 0.0093     
Epoch 659/1000
4/4 [==============================] - 0s - loss: 0.0092     
Epoch 660/1000
4/4 [==============================] - 0s - loss: 0.0092     
Epoch 661/1000
4/4 [==============================] - 0s - loss: 0.0092     
Epoch 662/1000
4/4 [==============================] - 0s - loss: 0.0092     
Epoch 663/1000
4/4 [==============================] - 0s - loss: 0.0091     
Epoch 664/1000
4/4 [==============================] - 0s - loss: 0.0091     
Epoch 665/1000
4/4 [==============================] - 0s - loss: 0.0091     
Epoch 666/1000
4/4 [==============================] - 0s - loss: 0.0091     
Epoch 667/1000
4/4 [==============================] - 0s - loss: 0.0091     
Epoch 668/1000
4/4 [==============================] - 0s - loss: 0.0090     
Epoch 669/1000
4/4 [==============================] - 0s - loss: 0.0090     
Epoch 670/1000
4/4 [==============================] - 0s - loss: 0.0090     
Epoch 671/1000
4/4 [==============================] - 0s - loss: 0.0090     
Epoch 672/1000
4/4 [==============================] - 0s - loss: 0.0090     
Epoch 673/1000
4/4 [==============================] - 0s - loss: 0.0089     
Epoch 674/1000
4/4 [==============================] - 0s - loss: 0.0089     
Epoch 675/1000
4/4 [==============================] - 0s - loss: 0.0089     
Epoch 676/1000
4/4 [==============================] - 0s - loss: 0.0089     
Epoch 677/1000
4/4 [==============================] - 0s - loss: 0.0089     
Epoch 678/1000
4/4 [==============================] - 0s - loss: 0.0088     
Epoch 679/1000
4/4 [==============================] - 0s - loss: 0.0088     
Epoch 680/1000
4/4 [==============================] - 0s - loss: 0.0088     
Epoch 681/1000
4/4 [==============================] - 0s - loss: 0.0088     
Epoch 682/1000
4/4 [==============================] - 0s - loss: 0.0088     
Epoch 683/1000
4/4 [==============================] - 0s - loss: 0.0087     
Epoch 684/1000
4/4 [==============================] - 0s - loss: 0.0087     
Epoch 685/1000
4/4 [==============================] - 0s - loss: 0.0087     
Epoch 686/1000
4/4 [==============================] - 0s - loss: 0.0087     
Epoch 687/1000
4/4 [==============================] - 0s - loss: 0.0087     
Epoch 688/1000
4/4 [==============================] - 0s - loss: 0.0086     
Epoch 689/1000
4/4 [==============================] - 0s - loss: 0.0086     
Epoch 690/1000
4/4 [==============================] - 0s - loss: 0.0086     
Epoch 691/1000
4/4 [==============================] - 0s - loss: 0.0086     
Epoch 692/1000
4/4 [==============================] - 0s - loss: 0.0086     
Epoch 693/1000
4/4 [==============================] - 0s - loss: 0.0085     
Epoch 694/1000
4/4 [==============================] - 0s - loss: 0.0085     
Epoch 695/1000
4/4 [==============================] - 0s - loss: 0.0085     
Epoch 696/1000
4/4 [==============================] - 0s - loss: 0.0085     
Epoch 697/1000
4/4 [==============================] - 0s - loss: 0.0085     
Epoch 698/1000
4/4 [==============================] - 0s - loss: 0.0084     
Epoch 699/1000
4/4 [==============================] - 0s - loss: 0.0084     
Epoch 700/1000
4/4 [==============================] - 0s - loss: 0.0084     
Epoch 701/1000
4/4 [==============================] - 0s - loss: 0.0084     
Epoch 702/1000
4/4 [==============================] - 0s - loss: 0.0084     
Epoch 703/1000
4/4 [==============================] - 0s - loss: 0.0084     
Epoch 704/1000
4/4 [==============================] - 0s - loss: 0.0083     
Epoch 705/1000
4/4 [==============================] - 0s - loss: 0.0083     
Epoch 706/1000
4/4 [==============================] - 0s - loss: 0.0083     
Epoch 707/1000
4/4 [==============================] - 0s - loss: 0.0083     
Epoch 708/1000
4/4 [==============================] - 0s - loss: 0.0083     
Epoch 709/1000
4/4 [==============================] - 0s - loss: 0.0082     
Epoch 710/1000
4/4 [==============================] - 0s - loss: 0.0082     
Epoch 711/1000
4/4 [==============================] - 0s - loss: 0.0082     
Epoch 712/1000
4/4 [==============================] - 0s - loss: 0.0082     
Epoch 713/1000
4/4 [==============================] - 0s - loss: 0.0082     
Epoch 714/1000
4/4 [==============================] - 0s - loss: 0.0082     
Epoch 715/1000
4/4 [==============================] - 0s - loss: 0.0081     
Epoch 716/1000
4/4 [==============================] - 0s - loss: 0.0081     
Epoch 717/1000
4/4 [==============================] - 0s - loss: 0.0081     
Epoch 718/1000
4/4 [==============================] - 0s - loss: 0.0081     
Epoch 719/1000
4/4 [==============================] - 0s - loss: 0.0081     
Epoch 720/1000
4/4 [==============================] - 0s - loss: 0.0081     
Epoch 721/1000
4/4 [==============================] - 0s - loss: 0.0080     
Epoch 722/1000
4/4 [==============================] - 0s - loss: 0.0080     
Epoch 723/1000
4/4 [==============================] - 0s - loss: 0.0080     
Epoch 724/1000
4/4 [==============================] - 0s - loss: 0.0080     
Epoch 725/1000
4/4 [==============================] - 0s - loss: 0.0080     
Epoch 726/1000
4/4 [==============================] - 0s - loss: 0.0080     
Epoch 727/1000
4/4 [==============================] - 0s - loss: 0.0079     
Epoch 728/1000
4/4 [==============================] - 0s - loss: 0.0079     
Epoch 729/1000
4/4 [==============================] - 0s - loss: 0.0079     
Epoch 730/1000
4/4 [==============================] - 0s - loss: 0.0079     
Epoch 731/1000
4/4 [==============================] - 0s - loss: 0.0079     
Epoch 732/1000
4/4 [==============================] - 0s - loss: 0.0079     
Epoch 733/1000
4/4 [==============================] - 0s - loss: 0.0078     
Epoch 734/1000
4/4 [==============================] - 0s - loss: 0.0078     
Epoch 735/1000
4/4 [==============================] - 0s - loss: 0.0078     
Epoch 736/1000
4/4 [==============================] - 0s - loss: 0.0078     
Epoch 737/1000
4/4 [==============================] - 0s - loss: 0.0078     
Epoch 738/1000
4/4 [==============================] - 0s - loss: 0.0078     
Epoch 739/1000
4/4 [==============================] - 0s - loss: 0.0077     
Epoch 740/1000
4/4 [==============================] - 0s - loss: 0.0077     
Epoch 741/1000
4/4 [==============================] - 0s - loss: 0.0077     
Epoch 742/1000
4/4 [==============================] - 0s - loss: 0.0077     
Epoch 743/1000
4/4 [==============================] - 0s - loss: 0.0077     
Epoch 744/1000
4/4 [==============================] - 0s - loss: 0.0077     
Epoch 745/1000
4/4 [==============================] - 0s - loss: 0.0076     
Epoch 746/1000
4/4 [==============================] - 0s - loss: 0.0076     
Epoch 747/1000
4/4 [==============================] - 0s - loss: 0.0076     
Epoch 748/1000
4/4 [==============================] - 0s - loss: 0.0076     
Epoch 749/1000
4/4 [==============================] - 0s - loss: 0.0076     
Epoch 750/1000
4/4 [==============================] - 0s - loss: 0.0076     
Epoch 751/1000
4/4 [==============================] - 0s - loss: 0.0075     
Epoch 752/1000
4/4 [==============================] - 0s - loss: 0.0075     
Epoch 753/1000
4/4 [==============================] - 0s - loss: 0.0075     
Epoch 754/1000
4/4 [==============================] - 0s - loss: 0.0075     
Epoch 755/1000
4/4 [==============================] - 0s - loss: 0.0075     
Epoch 756/1000
4/4 [==============================] - 0s - loss: 0.0075     
Epoch 757/1000
4/4 [==============================] - 0s - loss: 0.0075     
Epoch 758/1000
4/4 [==============================] - 0s - loss: 0.0074     
Epoch 759/1000
4/4 [==============================] - 0s - loss: 0.0074     
Epoch 760/1000
4/4 [==============================] - 0s - loss: 0.0074     
Epoch 761/1000
4/4 [==============================] - 0s - loss: 0.0074     
Epoch 762/1000
4/4 [==============================] - 0s - loss: 0.0074     
Epoch 763/1000
4/4 [==============================] - 0s - loss: 0.0074     
Epoch 764/1000
4/4 [==============================] - 0s - loss: 0.0074     
Epoch 765/1000
4/4 [==============================] - 0s - loss: 0.0073     
Epoch 766/1000
4/4 [==============================] - 0s - loss: 0.0073     
Epoch 767/1000
4/4 [==============================] - 0s - loss: 0.0073     
Epoch 768/1000
4/4 [==============================] - 0s - loss: 0.0073     
Epoch 769/1000
4/4 [==============================] - 0s - loss: 0.0073     
Epoch 770/1000
4/4 [==============================] - 0s - loss: 0.0073     
Epoch 771/1000
4/4 [==============================] - 0s - loss: 0.0073     
Epoch 772/1000
4/4 [==============================] - 0s - loss: 0.0072     
Epoch 773/1000
4/4 [==============================] - 0s - loss: 0.0072     
Epoch 774/1000
4/4 [==============================] - 0s - loss: 0.0072     
Epoch 775/1000
4/4 [==============================] - 0s - loss: 0.0072     
Epoch 776/1000
4/4 [==============================] - 0s - loss: 0.0072     
Epoch 777/1000
4/4 [==============================] - 0s - loss: 0.0072     
Epoch 778/1000
4/4 [==============================] - 0s - loss: 0.0072     
Epoch 779/1000
4/4 [==============================] - 0s - loss: 0.0071     
Epoch 780/1000
4/4 [==============================] - 0s - loss: 0.0071     
Epoch 781/1000
4/4 [==============================] - 0s - loss: 0.0071     
Epoch 782/1000
4/4 [==============================] - 0s - loss: 0.0071     
Epoch 783/1000
4/4 [==============================] - 0s - loss: 0.0071     
Epoch 784/1000
4/4 [==============================] - 0s - loss: 0.0071     
Epoch 785/1000
4/4 [==============================] - 0s - loss: 0.0071     
Epoch 786/1000
4/4 [==============================] - 0s - loss: 0.0070     
Epoch 787/1000
4/4 [==============================] - 0s - loss: 0.0070     
Epoch 788/1000
4/4 [==============================] - 0s - loss: 0.0070     
Epoch 789/1000
4/4 [==============================] - 0s - loss: 0.0070     
Epoch 790/1000
4/4 [==============================] - 0s - loss: 0.0070     
Epoch 791/1000
4/4 [==============================] - 0s - loss: 0.0070     
Epoch 792/1000
4/4 [==============================] - 0s - loss: 0.0070     
Epoch 793/1000
4/4 [==============================] - 0s - loss: 0.0069     
Epoch 794/1000
4/4 [==============================] - 0s - loss: 0.0069     
Epoch 795/1000
4/4 [==============================] - 0s - loss: 0.0069     
Epoch 796/1000
4/4 [==============================] - 0s - loss: 0.0069     
Epoch 797/1000
4/4 [==============================] - 0s - loss: 0.0069     
Epoch 798/1000
4/4 [==============================] - 0s - loss: 0.0069     
Epoch 799/1000
4/4 [==============================] - 0s - loss: 0.0069     
Epoch 800/1000
4/4 [==============================] - 0s - loss: 0.0069     
Epoch 801/1000
4/4 [==============================] - 0s - loss: 0.0068     
Epoch 802/1000
4/4 [==============================] - 0s - loss: 0.0068     
Epoch 803/1000
4/4 [==============================] - 0s - loss: 0.0068     
Epoch 804/1000
4/4 [==============================] - 0s - loss: 0.0068     
Epoch 805/1000
4/4 [==============================] - 0s - loss: 0.0068     
Epoch 806/1000
4/4 [==============================] - 0s - loss: 0.0068     
Epoch 807/1000
4/4 [==============================] - 0s - loss: 0.0068     
Epoch 808/1000
4/4 [==============================] - 0s - loss: 0.0068     
Epoch 809/1000
4/4 [==============================] - 0s - loss: 0.0067     
Epoch 810/1000
4/4 [==============================] - 0s - loss: 0.0067     
Epoch 811/1000
4/4 [==============================] - 0s - loss: 0.0067     
Epoch 812/1000
4/4 [==============================] - ETA: 0s - loss: 0.007 - 0s - loss: 0.0067     
Epoch 813/1000
4/4 [==============================] - 0s - loss: 0.0067     
Epoch 814/1000
4/4 [==============================] - 0s - loss: 0.0067     
Epoch 815/1000
4/4 [==============================] - 0s - loss: 0.0067     
Epoch 816/1000
4/4 [==============================] - 0s - loss: 0.0066     
Epoch 817/1000
4/4 [==============================] - 0s - loss: 0.0066     
Epoch 818/1000
4/4 [==============================] - 0s - loss: 0.0066     
Epoch 819/1000
4/4 [==============================] - 0s - loss: 0.0066     
Epoch 820/1000
4/4 [==============================] - 0s - loss: 0.0066     
Epoch 821/1000
4/4 [==============================] - 0s - loss: 0.0066     
Epoch 822/1000
4/4 [==============================] - 0s - loss: 0.0066     
Epoch 823/1000
4/4 [==============================] - 0s - loss: 0.0066     
Epoch 824/1000
4/4 [==============================] - 0s - loss: 0.0066     
Epoch 825/1000
4/4 [==============================] - 0s - loss: 0.0065     
Epoch 826/1000
4/4 [==============================] - 0s - loss: 0.0065     
Epoch 827/1000
4/4 [==============================] - 0s - loss: 0.0065     
Epoch 828/1000
4/4 [==============================] - 0s - loss: 0.0065     
Epoch 829/1000
4/4 [==============================] - 0s - loss: 0.0065     
Epoch 830/1000
4/4 [==============================] - 0s - loss: 0.0065     
Epoch 831/1000
4/4 [==============================] - 0s - loss: 0.0065     
Epoch 832/1000
4/4 [==============================] - 0s - loss: 0.0065     
Epoch 833/1000
4/4 [==============================] - 0s - loss: 0.0064     
Epoch 834/1000
4/4 [==============================] - 0s - loss: 0.0064     
Epoch 835/1000
4/4 [==============================] - 0s - loss: 0.0064     
Epoch 836/1000
4/4 [==============================] - 0s - loss: 0.0064     
Epoch 837/1000
4/4 [==============================] - 0s - loss: 0.0064     
Epoch 838/1000
4/4 [==============================] - 0s - loss: 0.0064     
Epoch 839/1000
4/4 [==============================] - 0s - loss: 0.0064     
Epoch 840/1000
4/4 [==============================] - 0s - loss: 0.0064     
Epoch 841/1000
4/4 [==============================] - 0s - loss: 0.0064     
Epoch 842/1000
4/4 [==============================] - 0s - loss: 0.0063     
Epoch 843/1000
4/4 [==============================] - 0s - loss: 0.0063     
Epoch 844/1000
4/4 [==============================] - 0s - loss: 0.0063     
Epoch 845/1000
4/4 [==============================] - 0s - loss: 0.0063     
Epoch 846/1000
4/4 [==============================] - 0s - loss: 0.0063     
Epoch 847/1000
4/4 [==============================] - 0s - loss: 0.0063     
Epoch 848/1000
4/4 [==============================] - 0s - loss: 0.0063     
Epoch 849/1000
4/4 [==============================] - 0s - loss: 0.0063     
Epoch 850/1000
4/4 [==============================] - 0s - loss: 0.0063     
Epoch 851/1000
4/4 [==============================] - 0s - loss: 0.0062     
Epoch 852/1000
4/4 [==============================] - 0s - loss: 0.0062     
Epoch 853/1000
4/4 [==============================] - 0s - loss: 0.0062     
Epoch 854/1000
4/4 [==============================] - 0s - loss: 0.0062     
Epoch 855/1000
4/4 [==============================] - 0s - loss: 0.0062     
Epoch 856/1000
4/4 [==============================] - 0s - loss: 0.0062     
Epoch 857/1000
4/4 [==============================] - 0s - loss: 0.0062     
Epoch 858/1000
4/4 [==============================] - 0s - loss: 0.0062     
Epoch 859/1000
4/4 [==============================] - 0s - loss: 0.0062     
Epoch 860/1000
4/4 [==============================] - 0s - loss: 0.0061     
Epoch 861/1000
4/4 [==============================] - 0s - loss: 0.0061     
Epoch 862/1000
4/4 [==============================] - 0s - loss: 0.0061     
Epoch 863/1000
4/4 [==============================] - 0s - loss: 0.0061     
Epoch 864/1000
4/4 [==============================] - 0s - loss: 0.0061     
Epoch 865/1000
4/4 [==============================] - 0s - loss: 0.0061     
Epoch 866/1000
4/4 [==============================] - 0s - loss: 0.0061     
Epoch 867/1000
4/4 [==============================] - 0s - loss: 0.0061     
Epoch 868/1000
4/4 [==============================] - 0s - loss: 0.0061     
Epoch 869/1000
4/4 [==============================] - 0s - loss: 0.0060     
Epoch 870/1000
4/4 [==============================] - 0s - loss: 0.0060     
Epoch 871/1000
4/4 [==============================] - 0s - loss: 0.0060     
Epoch 872/1000
4/4 [==============================] - 0s - loss: 0.0060     
Epoch 873/1000
4/4 [==============================] - 0s - loss: 0.0060     
Epoch 874/1000
4/4 [==============================] - 0s - loss: 0.0060     
Epoch 875/1000
4/4 [==============================] - 0s - loss: 0.0060     
Epoch 876/1000
4/4 [==============================] - 0s - loss: 0.0060     
Epoch 877/1000
4/4 [==============================] - 0s - loss: 0.0060     
Epoch 878/1000
4/4 [==============================] - 0s - loss: 0.0060     
Epoch 879/1000
4/4 [==============================] - 0s - loss: 0.0059     
Epoch 880/1000
4/4 [==============================] - 0s - loss: 0.0059     
Epoch 881/1000
4/4 [==============================] - 0s - loss: 0.0059     
Epoch 882/1000
4/4 [==============================] - 0s - loss: 0.0059     
Epoch 883/1000
4/4 [==============================] - 0s - loss: 0.0059     
Epoch 884/1000
4/4 [==============================] - 0s - loss: 0.0059     
Epoch 885/1000
4/4 [==============================] - 0s - loss: 0.0059     
Epoch 886/1000
4/4 [==============================] - 0s - loss: 0.0059     
Epoch 887/1000
4/4 [==============================] - 0s - loss: 0.0059     
Epoch 888/1000
4/4 [==============================] - 0s - loss: 0.0059     
Epoch 889/1000
4/4 [==============================] - 0s - loss: 0.0058     
Epoch 890/1000
4/4 [==============================] - 0s - loss: 0.0058     
Epoch 891/1000
4/4 [==============================] - 0s - loss: 0.0058     
Epoch 892/1000
4/4 [==============================] - 0s - loss: 0.0058     
Epoch 893/1000
4/4 [==============================] - 0s - loss: 0.0058     
Epoch 894/1000
4/4 [==============================] - 0s - loss: 0.0058     
Epoch 895/1000
4/4 [==============================] - 0s - loss: 0.0058     
Epoch 896/1000
4/4 [==============================] - 0s - loss: 0.0058     
Epoch 897/1000
4/4 [==============================] - 0s - loss: 0.0058     
Epoch 898/1000
4/4 [==============================] - 0s - loss: 0.0058     
Epoch 899/1000
4/4 [==============================] - 0s - loss: 0.0057     
Epoch 900/1000
4/4 [==============================] - 0s - loss: 0.0057     
Epoch 901/1000
4/4 [==============================] - 0s - loss: 0.0057     
Epoch 902/1000
4/4 [==============================] - 0s - loss: 0.0057     
Epoch 903/1000
4/4 [==============================] - 0s - loss: 0.0057     
Epoch 904/1000
4/4 [==============================] - 0s - loss: 0.0057     
Epoch 905/1000
4/4 [==============================] - 0s - loss: 0.0057     
Epoch 906/1000
4/4 [==============================] - 0s - loss: 0.0057     
Epoch 907/1000
4/4 [==============================] - 0s - loss: 0.0057     
Epoch 908/1000
4/4 [==============================] - 0s - loss: 0.0057     
Epoch 909/1000
4/4 [==============================] - 0s - loss: 0.0057     
Epoch 910/1000
4/4 [==============================] - 0s - loss: 0.0056     
Epoch 911/1000
4/4 [==============================] - 0s - loss: 0.0056     
Epoch 912/1000
4/4 [==============================] - 0s - loss: 0.0056     
Epoch 913/1000
4/4 [==============================] - 0s - loss: 0.0056     
Epoch 914/1000
4/4 [==============================] - 0s - loss: 0.0056     
Epoch 915/1000
4/4 [==============================] - 0s - loss: 0.0056     
Epoch 916/1000
4/4 [==============================] - 0s - loss: 0.0056     
Epoch 917/1000
4/4 [==============================] - 0s - loss: 0.0056     
Epoch 918/1000
4/4 [==============================] - 0s - loss: 0.0056     
Epoch 919/1000
4/4 [==============================] - 0s - loss: 0.0056     
Epoch 920/1000
4/4 [==============================] - 0s - loss: 0.0056     
Epoch 921/1000
4/4 [==============================] - 0s - loss: 0.0055     
Epoch 922/1000
4/4 [==============================] - 0s - loss: 0.0055     
Epoch 923/1000
4/4 [==============================] - 0s - loss: 0.0055     
Epoch 924/1000
4/4 [==============================] - 0s - loss: 0.0055     
Epoch 925/1000
4/4 [==============================] - 0s - loss: 0.0055     
Epoch 926/1000
4/4 [==============================] - 0s - loss: 0.0055     
Epoch 927/1000
4/4 [==============================] - 0s - loss: 0.0055     
Epoch 928/1000
4/4 [==============================] - 0s - loss: 0.0055     
Epoch 929/1000
4/4 [==============================] - 0s - loss: 0.0055     
Epoch 930/1000
4/4 [==============================] - 0s - loss: 0.0055     
Epoch 931/1000
4/4 [==============================] - 0s - loss: 0.0055     
Epoch 932/1000
4/4 [==============================] - 0s - loss: 0.0054     
Epoch 933/1000
4/4 [==============================] - 0s - loss: 0.0054     
Epoch 934/1000
4/4 [==============================] - 0s - loss: 0.0054     
Epoch 935/1000
4/4 [==============================] - 0s - loss: 0.0054     
Epoch 936/1000
4/4 [==============================] - 0s - loss: 0.0054     
Epoch 937/1000
4/4 [==============================] - 0s - loss: 0.0054     
Epoch 938/1000
4/4 [==============================] - 0s - loss: 0.0054     
Epoch 939/1000
4/4 [==============================] - 0s - loss: 0.0054     
Epoch 940/1000
4/4 [==============================] - 0s - loss: 0.0054     
Epoch 941/1000
4/4 [==============================] - 0s - loss: 0.0054     
Epoch 942/1000
4/4 [==============================] - 0s - loss: 0.0054     
Epoch 943/1000
4/4 [==============================] - 0s - loss: 0.0053     
Epoch 944/1000
4/4 [==============================] - 0s - loss: 0.0053     
Epoch 945/1000
4/4 [==============================] - 0s - loss: 0.0053     
Epoch 946/1000
4/4 [==============================] - 0s - loss: 0.0053     
Epoch 947/1000
4/4 [==============================] - 0s - loss: 0.0053     
Epoch 948/1000
4/4 [==============================] - 0s - loss: 0.0053     
Epoch 949/1000
4/4 [==============================] - 0s - loss: 0.0053     
Epoch 950/1000
4/4 [==============================] - 0s - loss: 0.0053     
Epoch 951/1000
4/4 [==============================] - 0s - loss: 0.0053     
Epoch 952/1000
4/4 [==============================] - 0s - loss: 0.0053     
Epoch 953/1000
4/4 [==============================] - 0s - loss: 0.0053     
Epoch 954/1000
4/4 [==============================] - 0s - loss: 0.0053     
Epoch 955/1000
4/4 [==============================] - 0s - loss: 0.0052     
Epoch 956/1000
4/4 [==============================] - 0s - loss: 0.0052     
Epoch 957/1000
4/4 [==============================] - 0s - loss: 0.0052     
Epoch 958/1000
4/4 [==============================] - 0s - loss: 0.0052     
Epoch 959/1000
4/4 [==============================] - 0s - loss: 0.0052     
Epoch 960/1000
4/4 [==============================] - 0s - loss: 0.0052     
Epoch 961/1000
4/4 [==============================] - 0s - loss: 0.0052     
Epoch 962/1000
4/4 [==============================] - 0s - loss: 0.0052     
Epoch 963/1000
4/4 [==============================] - 0s - loss: 0.0052     
Epoch 964/1000
4/4 [==============================] - 0s - loss: 0.0052     
Epoch 965/1000
4/4 [==============================] - 0s - loss: 0.0052     
Epoch 966/1000
4/4 [==============================] - 0s - loss: 0.0052     
Epoch 967/1000
4/4 [==============================] - 0s - loss: 0.0052     
Epoch 968/1000
4/4 [==============================] - 0s - loss: 0.0051     
Epoch 969/1000
4/4 [==============================] - 0s - loss: 0.0051     
Epoch 970/1000
4/4 [==============================] - 0s - loss: 0.0051     
Epoch 971/1000
4/4 [==============================] - 0s - loss: 0.0051     
Epoch 972/1000
4/4 [==============================] - ETA: 0s - loss: 0.007 - 0s - loss: 0.0051     
Epoch 973/1000
4/4 [==============================] - 0s - loss: 0.0051     
Epoch 974/1000
4/4 [==============================] - 0s - loss: 0.0051     
Epoch 975/1000
4/4 [==============================] - 0s - loss: 0.0051     
Epoch 976/1000
4/4 [==============================] - 0s - loss: 0.0051     
Epoch 977/1000
4/4 [==============================] - 0s - loss: 0.0051     
Epoch 978/1000
4/4 [==============================] - 0s - loss: 0.0051     
Epoch 979/1000
4/4 [==============================] - 0s - loss: 0.0051     
Epoch 980/1000
4/4 [==============================] - 0s - loss: 0.0051     
Epoch 981/1000
4/4 [==============================] - 0s - loss: 0.0050     
Epoch 982/1000
4/4 [==============================] - 0s - loss: 0.0050     
Epoch 983/1000
4/4 [==============================] - 0s - loss: 0.0050     
Epoch 984/1000
4/4 [==============================] - 0s - loss: 0.0050     
Epoch 985/1000
4/4 [==============================] - 0s - loss: 0.0050     
Epoch 986/1000
4/4 [==============================] - 0s - loss: 0.0050     
Epoch 987/1000
4/4 [==============================] - 0s - loss: 0.0050     
Epoch 988/1000
4/4 [==============================] - 0s - loss: 0.0050     
Epoch 989/1000
4/4 [==============================] - 0s - loss: 0.0050     
Epoch 990/1000
4/4 [==============================] - 0s - loss: 0.0050     
Epoch 991/1000
4/4 [==============================] - 0s - loss: 0.0050     
Epoch 992/1000
4/4 [==============================] - 0s - loss: 0.0050     
Epoch 993/1000
4/4 [==============================] - 0s - loss: 0.0050     
Epoch 994/1000
4/4 [==============================] - 0s - loss: 0.0049     
Epoch 995/1000
4/4 [==============================] - 0s - loss: 0.0049     
Epoch 996/1000
4/4 [==============================] - ETA: 0s - loss: 0.005 - 0s - loss: 0.0049     
Epoch 997/1000
4/4 [==============================] - 0s - loss: 0.0049     
Epoch 998/1000
4/4 [==============================] - 0s - loss: 0.0049     
Epoch 999/1000
4/4 [==============================] - ETA: 0s - loss: 0.005 - 0s - loss: 0.0049     
Epoch 1000/1000
4/4 [==============================] - 0s - loss: 0.0049     
4/4 [==============================] - 0s
[[ 0.00198258]
 [ 0.99464333]
 [ 0.99465841]
 [ 0.00678403]]

In [ ]: