import numpy as np
from keras.models import Sequential
from keras.layers.core import Dense
/Users/jbagnato/anaconda3/envs/python36/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`. from ._conv import register_converters as _register_converters Using TensorFlow backend.
# cargamos las 4 combinaciones de las compuertas XOR
training_data = np.array([[0,0],[0,1],[1,0],[1,1]], "float32")
# y estos son los resultados que se obtienen, en el mismo orden
target_data = np.array([[0],[1],[1],[0]], "float32")
model = Sequential()
model.add(Dense(16, input_dim=2, activation='relu'))
model.add(Dense(1, activation='sigmoid'))
model.compile(loss='mean_squared_error',
optimizer='adam',
metrics=['binary_accuracy'])
model.fit(training_data, target_data, epochs=1000)
Epoch 1/1000 4/4 [==============================] - 0s 46ms/step - loss: 0.2746 - binary_accuracy: 0.5000 Epoch 2/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2740 - binary_accuracy: 0.2500 Epoch 3/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2734 - binary_accuracy: 0.2500 Epoch 4/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2728 - binary_accuracy: 0.2500 Epoch 5/1000 4/4 [==============================] - 0s 989us/step - loss: 0.2722 - binary_accuracy: 0.2500 Epoch 6/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2716 - binary_accuracy: 0.2500 Epoch 7/1000 4/4 [==============================] - 0s 682us/step - loss: 0.2711 - binary_accuracy: 0.2500 Epoch 8/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.2705 - binary_accuracy: 0.2500 Epoch 9/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2700 - binary_accuracy: 0.2500 Epoch 10/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2695 - binary_accuracy: 0.2500 Epoch 11/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2689 - binary_accuracy: 0.2500 Epoch 12/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2684 - binary_accuracy: 0.2500 Epoch 13/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2679 - binary_accuracy: 0.2500 Epoch 14/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2674 - binary_accuracy: 0.2500 Epoch 15/1000 4/4 [==============================] - 0s 784us/step - loss: 0.2670 - binary_accuracy: 0.2500 Epoch 16/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2665 - binary_accuracy: 0.2500 Epoch 17/1000 4/4 [==============================] - 0s 893us/step - loss: 0.2660 - binary_accuracy: 0.2500 Epoch 18/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2656 - binary_accuracy: 0.2500 Epoch 19/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2652 - binary_accuracy: 0.2500 Epoch 20/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2647 - binary_accuracy: 0.2500 Epoch 21/1000 4/4 [==============================] - 0s 703us/step - loss: 0.2643 - binary_accuracy: 0.2500 Epoch 22/1000 4/4 [==============================] - 0s 925us/step - loss: 0.2639 - binary_accuracy: 0.2500 Epoch 23/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2635 - binary_accuracy: 0.2500 Epoch 24/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2631 - binary_accuracy: 0.2500 Epoch 25/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.2628 - binary_accuracy: 0.2500 Epoch 26/1000 4/4 [==============================] - 0s 616us/step - loss: 0.2624 - binary_accuracy: 0.5000 Epoch 27/1000 4/4 [==============================] - 0s 945us/step - loss: 0.2620 - binary_accuracy: 0.5000 Epoch 28/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2617 - binary_accuracy: 0.5000 Epoch 29/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2613 - binary_accuracy: 0.5000 Epoch 30/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2610 - binary_accuracy: 0.5000 Epoch 31/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.2607 - binary_accuracy: 0.5000 Epoch 32/1000 4/4 [==============================] - 0s 864us/step - loss: 0.2603 - binary_accuracy: 0.5000 Epoch 33/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2600 - binary_accuracy: 0.5000 Epoch 34/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2597 - binary_accuracy: 0.5000 Epoch 35/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2594 - binary_accuracy: 0.5000 Epoch 36/1000 4/4 [==============================] - 0s 979us/step - loss: 0.2591 - binary_accuracy: 0.5000 Epoch 37/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2588 - binary_accuracy: 0.5000 Epoch 38/1000 4/4 [==============================] - 0s 967us/step - loss: 0.2585 - binary_accuracy: 0.5000 Epoch 39/1000 4/4 [==============================] - 0s 935us/step - loss: 0.2582 - binary_accuracy: 0.5000 Epoch 40/1000 4/4 [==============================] - 0s 821us/step - loss: 0.2579 - binary_accuracy: 0.5000 Epoch 41/1000 4/4 [==============================] - 0s 835us/step - loss: 0.2576 - binary_accuracy: 0.5000 Epoch 42/1000 4/4 [==============================] - 0s 800us/step - loss: 0.2574 - binary_accuracy: 0.5000 Epoch 43/1000 4/4 [==============================] - 0s 458us/step - loss: 0.2571 - binary_accuracy: 0.5000 Epoch 44/1000 4/4 [==============================] - 0s 634us/step - loss: 0.2568 - binary_accuracy: 0.5000 Epoch 45/1000 4/4 [==============================] - 0s 935us/step - loss: 0.2565 - binary_accuracy: 0.5000 Epoch 46/1000 4/4 [==============================] - 0s 612us/step - loss: 0.2562 - binary_accuracy: 0.5000 Epoch 47/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2560 - binary_accuracy: 0.5000 Epoch 48/1000 4/4 [==============================] - 0s 710us/step - loss: 0.2557 - binary_accuracy: 0.5000 Epoch 49/1000 4/4 [==============================] - 0s 594us/step - loss: 0.2554 - binary_accuracy: 0.5000 Epoch 50/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2552 - binary_accuracy: 0.5000 Epoch 51/1000 4/4 [==============================] - 0s 561us/step - loss: 0.2549 - binary_accuracy: 0.5000 Epoch 52/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2546 - binary_accuracy: 0.5000 Epoch 53/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2544 - binary_accuracy: 0.5000 Epoch 54/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2541 - binary_accuracy: 0.5000 Epoch 55/1000 4/4 [==============================] - 0s 533us/step - loss: 0.2538 - binary_accuracy: 0.5000 Epoch 56/1000 4/4 [==============================] - 0s 612us/step - loss: 0.2536 - binary_accuracy: 0.5000 Epoch 57/1000 4/4 [==============================] - 0s 638us/step - loss: 0.2533 - binary_accuracy: 0.5000 Epoch 58/1000 4/4 [==============================] - 0s 832us/step - loss: 0.2530 - binary_accuracy: 0.5000 Epoch 59/1000 4/4 [==============================] - 0s 537us/step - loss: 0.2528 - binary_accuracy: 0.5000 Epoch 60/1000 4/4 [==============================] - 0s 743us/step - loss: 0.2525 - binary_accuracy: 0.5000 Epoch 61/1000 4/4 [==============================] - 0s 929us/step - loss: 0.2522 - binary_accuracy: 0.5000 Epoch 62/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2520 - binary_accuracy: 0.5000 Epoch 63/1000 4/4 [==============================] - 0s 608us/step - loss: 0.2517 - binary_accuracy: 0.5000 Epoch 64/1000 4/4 [==============================] - 0s 654us/step - loss: 0.2514 - binary_accuracy: 0.5000 Epoch 65/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2512 - binary_accuracy: 0.5000 Epoch 66/1000 4/4 [==============================] - 0s 490us/step - loss: 0.2509 - binary_accuracy: 0.5000 Epoch 67/1000 4/4 [==============================] - 0s 609us/step - loss: 0.2507 - binary_accuracy: 0.5000 Epoch 68/1000 4/4 [==============================] - 0s 965us/step - loss: 0.2504 - binary_accuracy: 0.5000 Epoch 69/1000 4/4 [==============================] - 0s 609us/step - loss: 0.2501 - binary_accuracy: 0.5000 Epoch 70/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2499 - binary_accuracy: 0.5000 Epoch 71/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2496 - binary_accuracy: 0.5000 Epoch 72/1000 4/4 [==============================] - 0s 522us/step - loss: 0.2493 - binary_accuracy: 0.5000 Epoch 73/1000 4/4 [==============================] - 0s 576us/step - loss: 0.2491 - binary_accuracy: 0.5000 Epoch 74/1000 4/4 [==============================] - 0s 676us/step - loss: 0.2488 - binary_accuracy: 0.5000 Epoch 75/1000 4/4 [==============================] - 0s 773us/step - loss: 0.2485 - binary_accuracy: 0.5000 Epoch 76/1000 4/4 [==============================] - 0s 540us/step - loss: 0.2483 - binary_accuracy: 0.5000 Epoch 77/1000 4/4 [==============================] - 0s 540us/step - loss: 0.2480 - binary_accuracy: 0.5000 Epoch 78/1000 4/4 [==============================] - 0s 577us/step - loss: 0.2477 - binary_accuracy: 0.5000 Epoch 79/1000 4/4 [==============================] - 0s 679us/step - loss: 0.2475 - binary_accuracy: 0.5000 Epoch 80/1000 4/4 [==============================] - 0s 642us/step - loss: 0.2472 - binary_accuracy: 0.5000 Epoch 81/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2469 - binary_accuracy: 0.5000 Epoch 82/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2467 - binary_accuracy: 0.5000 Epoch 83/1000 4/4 [==============================] - 0s 463us/step - loss: 0.2464 - binary_accuracy: 0.5000 Epoch 84/1000 4/4 [==============================] - 0s 844us/step - loss: 0.2461 - binary_accuracy: 0.5000 Epoch 85/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.2458 - binary_accuracy: 0.5000 Epoch 86/1000 4/4 [==============================] - 0s 970us/step - loss: 0.2456 - binary_accuracy: 0.5000 Epoch 87/1000 4/4 [==============================] - 0s 588us/step - loss: 0.2453 - binary_accuracy: 0.5000 Epoch 88/1000 4/4 [==============================] - 0s 639us/step - loss: 0.2450 - binary_accuracy: 0.5000 Epoch 89/1000 4/4 [==============================] - 0s 657us/step - loss: 0.2448 - binary_accuracy: 0.5000 Epoch 90/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2445 - binary_accuracy: 0.5000 Epoch 91/1000 4/4 [==============================] - 0s 682us/step - loss: 0.2442 - binary_accuracy: 0.5000 Epoch 92/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2440 - binary_accuracy: 0.5000 Epoch 93/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2437 - binary_accuracy: 0.5000 Epoch 94/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2434 - binary_accuracy: 0.5000 Epoch 95/1000 4/4 [==============================] - 0s 702us/step - loss: 0.2431 - binary_accuracy: 0.5000 Epoch 96/1000 4/4 [==============================] - 0s 785us/step - loss: 0.2429 - binary_accuracy: 0.5000 Epoch 97/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2426 - binary_accuracy: 0.5000 Epoch 98/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2423 - binary_accuracy: 0.5000 Epoch 99/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2420 - binary_accuracy: 0.5000 Epoch 100/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2418 - binary_accuracy: 0.5000 Epoch 101/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.2415 - binary_accuracy: 0.5000 Epoch 102/1000 4/4 [==============================] - 0s 542us/step - loss: 0.2412 - binary_accuracy: 0.5000 Epoch 103/1000 4/4 [==============================] - 0s 6ms/step - loss: 0.2409 - binary_accuracy: 0.5000 Epoch 104/1000 4/4 [==============================] - 0s 801us/step - loss: 0.2406 - binary_accuracy: 0.5000 Epoch 105/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2404 - binary_accuracy: 0.5000 Epoch 106/1000 4/4 [==============================] - 0s 849us/step - loss: 0.2401 - binary_accuracy: 0.5000 Epoch 107/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2398 - binary_accuracy: 0.5000 Epoch 108/1000 4/4 [==============================] - 0s 816us/step - loss: 0.2395 - binary_accuracy: 0.5000 Epoch 109/1000 4/4 [==============================] - 0s 509us/step - loss: 0.2392 - binary_accuracy: 0.5000 Epoch 110/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2390 - binary_accuracy: 0.5000 Epoch 111/1000 4/4 [==============================] - 0s 652us/step - loss: 0.2387 - binary_accuracy: 0.5000 Epoch 112/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2385 - binary_accuracy: 0.5000 Epoch 113/1000 4/4 [==============================] - 0s 994us/step - loss: 0.2382 - binary_accuracy: 0.5000 Epoch 114/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2379 - binary_accuracy: 0.5000 Epoch 115/1000 4/4 [==============================] - 0s 868us/step - loss: 0.2376 - binary_accuracy: 0.5000 Epoch 116/1000 4/4 [==============================] - 0s 809us/step - loss: 0.2373 - binary_accuracy: 0.5000 Epoch 117/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2370 - binary_accuracy: 0.5000 Epoch 118/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2368 - binary_accuracy: 0.5000 Epoch 119/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2365 - binary_accuracy: 0.5000 Epoch 120/1000 4/4 [==============================] - 0s 900us/step - loss: 0.2362 - binary_accuracy: 0.5000 Epoch 121/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2359 - binary_accuracy: 0.5000 Epoch 122/1000 4/4 [==============================] - 0s 569us/step - loss: 0.2357 - binary_accuracy: 0.7500 Epoch 123/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2354 - binary_accuracy: 0.7500 Epoch 124/1000 4/4 [==============================] - 0s 774us/step - loss: 0.2351 - binary_accuracy: 0.7500 Epoch 125/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2348 - binary_accuracy: 0.7500 Epoch 126/1000 4/4 [==============================] - 0s 956us/step - loss: 0.2345 - binary_accuracy: 0.7500 Epoch 127/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2342 - binary_accuracy: 0.7500 Epoch 128/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2339 - binary_accuracy: 0.7500 Epoch 129/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2337 - binary_accuracy: 0.7500 Epoch 130/1000 4/4 [==============================] - 0s 475us/step - loss: 0.2334 - binary_accuracy: 0.7500 Epoch 131/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2331 - binary_accuracy: 0.7500 Epoch 132/1000 4/4 [==============================] - 0s 584us/step - loss: 0.2328 - binary_accuracy: 0.7500 Epoch 133/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2325 - binary_accuracy: 0.7500 Epoch 134/1000 4/4 [==============================] - 0s 4ms/step - loss: 0.2322 - binary_accuracy: 0.7500 Epoch 135/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2319 - binary_accuracy: 0.7500 Epoch 136/1000 4/4 [==============================] - 0s 818us/step - loss: 0.2316 - binary_accuracy: 0.7500 Epoch 137/1000 4/4 [==============================] - 0s 847us/step - loss: 0.2313 - binary_accuracy: 0.7500 Epoch 138/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2310 - binary_accuracy: 0.7500 Epoch 139/1000 4/4 [==============================] - 0s 569us/step - loss: 0.2308 - binary_accuracy: 0.7500 Epoch 140/1000 4/4 [==============================] - 0s 938us/step - loss: 0.2305 - binary_accuracy: 0.7500 Epoch 141/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2302 - binary_accuracy: 0.7500 Epoch 142/1000 4/4 [==============================] - 0s 796us/step - loss: 0.2299 - binary_accuracy: 0.7500 Epoch 143/1000 4/4 [==============================] - 0s 605us/step - loss: 0.2296 - binary_accuracy: 0.7500 Epoch 144/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2293 - binary_accuracy: 0.7500 Epoch 145/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2290 - binary_accuracy: 0.7500 Epoch 146/1000 4/4 [==============================] - 0s 975us/step - loss: 0.2287 - binary_accuracy: 0.7500 Epoch 147/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2284 - binary_accuracy: 0.7500 Epoch 148/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2281 - binary_accuracy: 0.7500 Epoch 149/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2278 - binary_accuracy: 0.7500 Epoch 150/1000 4/4 [==============================] - 0s 593us/step - loss: 0.2275 - binary_accuracy: 0.7500 Epoch 151/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2272 - binary_accuracy: 0.7500 Epoch 152/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2269 - binary_accuracy: 0.7500 Epoch 153/1000 4/4 [==============================] - 0s 556us/step - loss: 0.2266 - binary_accuracy: 0.7500 Epoch 154/1000 4/4 [==============================] - 0s 815us/step - loss: 0.2263 - binary_accuracy: 0.7500 Epoch 155/1000 4/4 [==============================] - 0s 687us/step - loss: 0.2260 - binary_accuracy: 0.7500 Epoch 156/1000 4/4 [==============================] - 0s 539us/step - loss: 0.2257 - binary_accuracy: 0.7500 Epoch 157/1000 4/4 [==============================] - 0s 711us/step - loss: 0.2254 - binary_accuracy: 0.7500 Epoch 158/1000 4/4 [==============================] - 0s 651us/step - loss: 0.2251 - binary_accuracy: 0.7500 Epoch 159/1000 4/4 [==============================] - 0s 721us/step - loss: 0.2247 - binary_accuracy: 0.7500 Epoch 160/1000 4/4 [==============================] - 0s 827us/step - loss: 0.2244 - binary_accuracy: 0.7500 Epoch 161/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2241 - binary_accuracy: 0.7500 Epoch 162/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2238 - binary_accuracy: 0.7500 Epoch 163/1000 4/4 [==============================] - 0s 517us/step - loss: 0.2235 - binary_accuracy: 0.7500 Epoch 164/1000 4/4 [==============================] - 0s 734us/step - loss: 0.2232 - binary_accuracy: 0.7500 Epoch 165/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2229 - binary_accuracy: 0.7500 Epoch 166/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2226 - binary_accuracy: 0.7500 Epoch 167/1000 4/4 [==============================] - 0s 612us/step - loss: 0.2223 - binary_accuracy: 0.7500 Epoch 168/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2219 - binary_accuracy: 0.7500 Epoch 169/1000 4/4 [==============================] - 0s 798us/step - loss: 0.2216 - binary_accuracy: 0.7500 Epoch 170/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2213 - binary_accuracy: 0.7500 Epoch 171/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2210 - binary_accuracy: 0.7500 Epoch 172/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2207 - binary_accuracy: 0.7500 Epoch 173/1000 4/4 [==============================] - 0s 758us/step - loss: 0.2204 - binary_accuracy: 0.7500 Epoch 174/1000 4/4 [==============================] - 0s 523us/step - loss: 0.2200 - binary_accuracy: 0.7500 Epoch 175/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2197 - binary_accuracy: 0.7500 Epoch 176/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2194 - binary_accuracy: 0.7500 Epoch 177/1000 4/4 [==============================] - 0s 792us/step - loss: 0.2191 - binary_accuracy: 0.7500 Epoch 178/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2188 - binary_accuracy: 0.7500 Epoch 179/1000 4/4 [==============================] - 0s 960us/step - loss: 0.2184 - binary_accuracy: 0.7500 Epoch 180/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2181 - binary_accuracy: 0.7500 Epoch 181/1000 4/4 [==============================] - 0s 771us/step - loss: 0.2178 - binary_accuracy: 0.7500 Epoch 182/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2175 - binary_accuracy: 0.7500 Epoch 183/1000 4/4 [==============================] - 0s 673us/step - loss: 0.2171 - binary_accuracy: 0.7500 Epoch 184/1000 4/4 [==============================] - 0s 750us/step - loss: 0.2168 - binary_accuracy: 0.7500 Epoch 185/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2165 - binary_accuracy: 0.7500 Epoch 186/1000 4/4 [==============================] - 0s 711us/step - loss: 0.2161 - binary_accuracy: 0.7500 Epoch 187/1000 4/4 [==============================] - 0s 742us/step - loss: 0.2158 - binary_accuracy: 0.7500 Epoch 188/1000 4/4 [==============================] - 0s 822us/step - loss: 0.2155 - binary_accuracy: 0.7500 Epoch 189/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2152 - binary_accuracy: 0.7500 Epoch 190/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2148 - binary_accuracy: 0.7500 Epoch 191/1000 4/4 [==============================] - 0s 635us/step - loss: 0.2145 - binary_accuracy: 0.7500 Epoch 192/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2142 - binary_accuracy: 0.7500 Epoch 193/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2138 - binary_accuracy: 0.7500 Epoch 194/1000 4/4 [==============================] - 0s 533us/step - loss: 0.2135 - binary_accuracy: 0.7500 Epoch 195/1000 4/4 [==============================] - 0s 641us/step - loss: 0.2132 - binary_accuracy: 0.7500 Epoch 196/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2128 - binary_accuracy: 0.7500 Epoch 197/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2125 - binary_accuracy: 1.0000 Epoch 198/1000 4/4 [==============================] - 0s 613us/step - loss: 0.2122 - binary_accuracy: 1.0000 Epoch 199/1000 4/4 [==============================] - 0s 876us/step - loss: 0.2118 - binary_accuracy: 1.0000 Epoch 200/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2114 - binary_accuracy: 1.0000 Epoch 201/1000 4/4 [==============================] - 0s 791us/step - loss: 0.2110 - binary_accuracy: 1.0000 Epoch 202/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2106 - binary_accuracy: 1.0000 Epoch 203/1000 4/4 [==============================] - 0s 590us/step - loss: 0.2102 - binary_accuracy: 1.0000 Epoch 204/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.2098 - binary_accuracy: 1.0000 Epoch 205/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2094 - binary_accuracy: 1.0000 Epoch 206/1000 4/4 [==============================] - 0s 652us/step - loss: 0.2090 - binary_accuracy: 1.0000 Epoch 207/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2086 - binary_accuracy: 1.0000 Epoch 208/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2082 - binary_accuracy: 1.0000 Epoch 209/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2077 - binary_accuracy: 1.0000 Epoch 210/1000 4/4 [==============================] - 0s 446us/step - loss: 0.2073 - binary_accuracy: 1.0000 Epoch 211/1000 4/4 [==============================] - 0s 632us/step - loss: 0.2070 - binary_accuracy: 1.0000 Epoch 212/1000 4/4 [==============================] - 0s 813us/step - loss: 0.2066 - binary_accuracy: 1.0000 Epoch 213/1000 4/4 [==============================] - 0s 643us/step - loss: 0.2062 - binary_accuracy: 1.0000 Epoch 214/1000 4/4 [==============================] - 0s 936us/step - loss: 0.2058 - binary_accuracy: 1.0000 Epoch 215/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2055 - binary_accuracy: 1.0000 Epoch 216/1000 4/4 [==============================] - 0s 968us/step - loss: 0.2052 - binary_accuracy: 1.0000 Epoch 217/1000 4/4 [==============================] - 0s 672us/step - loss: 0.2049 - binary_accuracy: 1.0000 Epoch 218/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2047 - binary_accuracy: 1.0000 Epoch 219/1000 4/4 [==============================] - 0s 692us/step - loss: 0.2044 - binary_accuracy: 1.0000 Epoch 220/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2041 - binary_accuracy: 1.0000 Epoch 221/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2038 - binary_accuracy: 1.0000 Epoch 222/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.2035 - binary_accuracy: 1.0000 Epoch 223/1000 4/4 [==============================] - 0s 561us/step - loss: 0.2032 - binary_accuracy: 1.0000 Epoch 224/1000 4/4 [==============================] - 0s 726us/step - loss: 0.2029 - binary_accuracy: 1.0000 Epoch 225/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2026 - binary_accuracy: 1.0000 Epoch 226/1000 4/4 [==============================] - 0s 495us/step - loss: 0.2024 - binary_accuracy: 1.0000 Epoch 227/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2021 - binary_accuracy: 1.0000 Epoch 228/1000 4/4 [==============================] - 0s 934us/step - loss: 0.2018 - binary_accuracy: 1.0000 Epoch 229/1000 4/4 [==============================] - 0s 926us/step - loss: 0.2015 - binary_accuracy: 1.0000 Epoch 230/1000 4/4 [==============================] - 0s 809us/step - loss: 0.2012 - binary_accuracy: 1.0000 Epoch 231/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.2009 - binary_accuracy: 1.0000 Epoch 232/1000 4/4 [==============================] - 0s 950us/step - loss: 0.2006 - binary_accuracy: 1.0000 Epoch 233/1000 4/4 [==============================] - 0s 746us/step - loss: 0.2003 - binary_accuracy: 1.0000 Epoch 234/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.2000 - binary_accuracy: 1.0000 Epoch 235/1000 4/4 [==============================] - 0s 715us/step - loss: 0.1997 - binary_accuracy: 1.0000 Epoch 236/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1994 - binary_accuracy: 1.0000 Epoch 237/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.1991 - binary_accuracy: 1.0000 Epoch 238/1000 4/4 [==============================] - 0s 726us/step - loss: 0.1988 - binary_accuracy: 1.0000 Epoch 239/1000 4/4 [==============================] - 0s 898us/step - loss: 0.1985 - binary_accuracy: 1.0000 Epoch 240/1000 4/4 [==============================] - 0s 996us/step - loss: 0.1982 - binary_accuracy: 1.0000 Epoch 241/1000 4/4 [==============================] - 0s 831us/step - loss: 0.1980 - binary_accuracy: 1.0000 Epoch 242/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1977 - binary_accuracy: 1.0000 Epoch 243/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1974 - binary_accuracy: 1.0000 Epoch 244/1000 4/4 [==============================] - 0s 739us/step - loss: 0.1971 - binary_accuracy: 1.0000 Epoch 245/1000 4/4 [==============================] - 0s 692us/step - loss: 0.1968 - binary_accuracy: 1.0000 Epoch 246/1000 4/4 [==============================] - 0s 721us/step - loss: 0.1965 - binary_accuracy: 1.0000 Epoch 247/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.1962 - binary_accuracy: 1.0000 Epoch 248/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1959 - binary_accuracy: 1.0000 Epoch 249/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1956 - binary_accuracy: 1.0000 Epoch 250/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1953 - binary_accuracy: 1.0000 Epoch 251/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1950 - binary_accuracy: 1.0000 Epoch 252/1000 4/4 [==============================] - 0s 729us/step - loss: 0.1947 - binary_accuracy: 1.0000 Epoch 253/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1944 - binary_accuracy: 1.0000 Epoch 254/1000 4/4 [==============================] - 0s 861us/step - loss: 0.1941 - binary_accuracy: 1.0000 Epoch 255/1000 4/4 [==============================] - 0s 794us/step - loss: 0.1938 - binary_accuracy: 1.0000 Epoch 256/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1935 - binary_accuracy: 1.0000 Epoch 257/1000 4/4 [==============================] - 0s 815us/step - loss: 0.1932 - binary_accuracy: 1.0000 Epoch 258/1000 4/4 [==============================] - 0s 653us/step - loss: 0.1929 - binary_accuracy: 1.0000 Epoch 259/1000 4/4 [==============================] - 0s 962us/step - loss: 0.1926 - binary_accuracy: 1.0000 Epoch 260/1000 4/4 [==============================] - 0s 722us/step - loss: 0.1922 - binary_accuracy: 1.0000 Epoch 261/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1920 - binary_accuracy: 1.0000 Epoch 262/1000 4/4 [==============================] - 0s 742us/step - loss: 0.1917 - binary_accuracy: 1.0000 Epoch 263/1000 4/4 [==============================] - 0s 853us/step - loss: 0.1914 - binary_accuracy: 1.0000 Epoch 264/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1910 - binary_accuracy: 1.0000 Epoch 265/1000 4/4 [==============================] - 0s 830us/step - loss: 0.1907 - binary_accuracy: 1.0000 Epoch 266/1000 4/4 [==============================] - 0s 935us/step - loss: 0.1904 - binary_accuracy: 1.0000 Epoch 267/1000 4/4 [==============================] - 0s 472us/step - loss: 0.1901 - binary_accuracy: 1.0000 Epoch 268/1000 4/4 [==============================] - 0s 804us/step - loss: 0.1898 - binary_accuracy: 1.0000 Epoch 269/1000 4/4 [==============================] - 0s 4ms/step - loss: 0.1895 - binary_accuracy: 1.0000 Epoch 270/1000 4/4 [==============================] - 0s 729us/step - loss: 0.1892 - binary_accuracy: 1.0000 Epoch 271/1000 4/4 [==============================] - 0s 795us/step - loss: 0.1889 - binary_accuracy: 1.0000 Epoch 272/1000 4/4 [==============================] - 0s 964us/step - loss: 0.1886 - binary_accuracy: 1.0000 Epoch 273/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1883 - binary_accuracy: 1.0000 Epoch 274/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1879 - binary_accuracy: 1.0000 Epoch 275/1000 4/4 [==============================] - 0s 512us/step - loss: 0.1876 - binary_accuracy: 1.0000 Epoch 276/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1873 - binary_accuracy: 1.0000 Epoch 277/1000 4/4 [==============================] - 0s 496us/step - loss: 0.1870 - binary_accuracy: 1.0000 Epoch 278/1000 4/4 [==============================] - 0s 550us/step - loss: 0.1867 - binary_accuracy: 1.0000 Epoch 279/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1864 - binary_accuracy: 1.0000 Epoch 280/1000 4/4 [==============================] - 0s 848us/step - loss: 0.1861 - binary_accuracy: 1.0000 Epoch 281/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1858 - binary_accuracy: 1.0000 Epoch 282/1000 4/4 [==============================] - 0s 751us/step - loss: 0.1854 - binary_accuracy: 1.0000 Epoch 283/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1851 - binary_accuracy: 1.0000 Epoch 284/1000 4/4 [==============================] - 0s 488us/step - loss: 0.1848 - binary_accuracy: 1.0000 Epoch 285/1000 4/4 [==============================] - 0s 928us/step - loss: 0.1845 - binary_accuracy: 1.0000 Epoch 286/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1842 - binary_accuracy: 1.0000 Epoch 287/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1838 - binary_accuracy: 1.0000 Epoch 288/1000 4/4 [==============================] - 0s 493us/step - loss: 0.1835 - binary_accuracy: 1.0000 Epoch 289/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1832 - binary_accuracy: 1.0000 Epoch 290/1000 4/4 [==============================] - 0s 585us/step - loss: 0.1829 - binary_accuracy: 1.0000 Epoch 291/1000 4/4 [==============================] - 0s 668us/step - loss: 0.1826 - binary_accuracy: 1.0000 Epoch 292/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1823 - binary_accuracy: 1.0000 Epoch 293/1000 4/4 [==============================] - 0s 592us/step - loss: 0.1819 - binary_accuracy: 1.0000 Epoch 294/1000 4/4 [==============================] - 0s 574us/step - loss: 0.1816 - binary_accuracy: 1.0000 Epoch 295/1000 4/4 [==============================] - 0s 960us/step - loss: 0.1813 - binary_accuracy: 1.0000 Epoch 296/1000 4/4 [==============================] - 0s 527us/step - loss: 0.1810 - binary_accuracy: 1.0000 Epoch 297/1000 4/4 [==============================] - 0s 845us/step - loss: 0.1807 - binary_accuracy: 1.0000 Epoch 298/1000 4/4 [==============================] - 0s 776us/step - loss: 0.1803 - binary_accuracy: 1.0000 Epoch 299/1000 4/4 [==============================] - 0s 911us/step - loss: 0.1800 - binary_accuracy: 1.0000 Epoch 300/1000 4/4 [==============================] - 0s 749us/step - loss: 0.1797 - binary_accuracy: 1.0000 Epoch 301/1000 4/4 [==============================] - 0s 544us/step - loss: 0.1794 - binary_accuracy: 1.0000 Epoch 302/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1790 - binary_accuracy: 1.0000 Epoch 303/1000 4/4 [==============================] - 0s 737us/step - loss: 0.1787 - binary_accuracy: 1.0000 Epoch 304/1000 4/4 [==============================] - 0s 832us/step - loss: 0.1784 - binary_accuracy: 1.0000 Epoch 305/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1781 - binary_accuracy: 1.0000 Epoch 306/1000 4/4 [==============================] - 0s 671us/step - loss: 0.1777 - binary_accuracy: 1.0000 Epoch 307/1000 4/4 [==============================] - 0s 482us/step - loss: 0.1774 - binary_accuracy: 1.0000 Epoch 308/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1771 - binary_accuracy: 1.0000 Epoch 309/1000 4/4 [==============================] - 0s 731us/step - loss: 0.1768 - binary_accuracy: 1.0000 Epoch 310/1000 4/4 [==============================] - 0s 576us/step - loss: 0.1764 - binary_accuracy: 1.0000 Epoch 311/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1761 - binary_accuracy: 1.0000 Epoch 312/1000 4/4 [==============================] - 0s 978us/step - loss: 0.1758 - binary_accuracy: 1.0000 Epoch 313/1000 4/4 [==============================] - 0s 781us/step - loss: 0.1755 - binary_accuracy: 1.0000 Epoch 314/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1751 - binary_accuracy: 1.0000 Epoch 315/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.1748 - binary_accuracy: 1.0000 Epoch 316/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1745 - binary_accuracy: 1.0000 Epoch 317/1000 4/4 [==============================] - 0s 703us/step - loss: 0.1742 - binary_accuracy: 1.0000 Epoch 318/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.1738 - binary_accuracy: 1.0000 Epoch 319/1000 4/4 [==============================] - 0s 758us/step - loss: 0.1735 - binary_accuracy: 1.0000 Epoch 320/1000 4/4 [==============================] - 0s 799us/step - loss: 0.1732 - binary_accuracy: 1.0000 Epoch 321/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1728 - binary_accuracy: 1.0000 Epoch 322/1000 4/4 [==============================] - 0s 668us/step - loss: 0.1725 - binary_accuracy: 1.0000 Epoch 323/1000 4/4 [==============================] - 0s 541us/step - loss: 0.1722 - binary_accuracy: 1.0000 Epoch 324/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1719 - binary_accuracy: 1.0000 Epoch 325/1000 4/4 [==============================] - 0s 725us/step - loss: 0.1715 - binary_accuracy: 1.0000 Epoch 326/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1712 - binary_accuracy: 1.0000 Epoch 327/1000 4/4 [==============================] - 0s 626us/step - loss: 0.1709 - binary_accuracy: 1.0000 Epoch 328/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1705 - binary_accuracy: 1.0000 Epoch 329/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1702 - binary_accuracy: 1.0000 Epoch 330/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1699 - binary_accuracy: 1.0000 Epoch 331/1000 4/4 [==============================] - 0s 674us/step - loss: 0.1695 - binary_accuracy: 1.0000 Epoch 332/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1692 - binary_accuracy: 1.0000 Epoch 333/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1690 - binary_accuracy: 1.0000 Epoch 334/1000 4/4 [==============================] - 0s 752us/step - loss: 0.1686 - binary_accuracy: 1.0000 Epoch 335/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1683 - binary_accuracy: 1.0000 Epoch 336/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1679 - binary_accuracy: 1.0000 Epoch 337/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1676 - binary_accuracy: 1.0000 Epoch 338/1000 4/4 [==============================] - 0s 786us/step - loss: 0.1673 - binary_accuracy: 1.0000 Epoch 339/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1670 - binary_accuracy: 1.0000 Epoch 340/1000 4/4 [==============================] - 0s 570us/step - loss: 0.1667 - binary_accuracy: 1.0000 Epoch 341/1000 4/4 [==============================] - 0s 650us/step - loss: 0.1664 - binary_accuracy: 1.0000 Epoch 342/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1660 - binary_accuracy: 1.0000 Epoch 343/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1657 - binary_accuracy: 1.0000 Epoch 344/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1654 - binary_accuracy: 1.0000 Epoch 345/1000 4/4 [==============================] - 0s 5ms/step - loss: 0.1651 - binary_accuracy: 1.0000 Epoch 346/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1647 - binary_accuracy: 1.0000 Epoch 347/1000 4/4 [==============================] - 0s 722us/step - loss: 0.1644 - binary_accuracy: 1.0000 Epoch 348/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1641 - binary_accuracy: 1.0000 Epoch 349/1000 4/4 [==============================] - 0s 671us/step - loss: 0.1638 - binary_accuracy: 1.0000 Epoch 350/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1634 - binary_accuracy: 1.0000 Epoch 351/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1631 - binary_accuracy: 1.0000 Epoch 352/1000 4/4 [==============================] - 0s 754us/step - loss: 0.1628 - binary_accuracy: 1.0000 Epoch 353/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1625 - binary_accuracy: 1.0000 Epoch 354/1000 4/4 [==============================] - 0s 678us/step - loss: 0.1622 - binary_accuracy: 1.0000 Epoch 355/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1618 - binary_accuracy: 1.0000 Epoch 356/1000 4/4 [==============================] - 0s 558us/step - loss: 0.1615 - binary_accuracy: 1.0000 Epoch 357/1000 4/4 [==============================] - 0s 907us/step - loss: 0.1612 - binary_accuracy: 1.0000 Epoch 358/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.1609 - binary_accuracy: 1.0000 Epoch 359/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1606 - binary_accuracy: 1.0000 Epoch 360/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1603 - binary_accuracy: 1.0000 Epoch 361/1000 4/4 [==============================] - 0s 592us/step - loss: 0.1599 - binary_accuracy: 1.0000 Epoch 362/1000 4/4 [==============================] - 0s 779us/step - loss: 0.1596 - binary_accuracy: 1.0000 Epoch 363/1000 4/4 [==============================] - 0s 964us/step - loss: 0.1593 - binary_accuracy: 1.0000 Epoch 364/1000 4/4 [==============================] - 0s 647us/step - loss: 0.1590 - binary_accuracy: 1.0000 Epoch 365/1000 4/4 [==============================] - 0s 708us/step - loss: 0.1587 - binary_accuracy: 1.0000 Epoch 366/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1584 - binary_accuracy: 1.0000 Epoch 367/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1581 - binary_accuracy: 1.0000 Epoch 368/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1577 - binary_accuracy: 1.0000 Epoch 369/1000 4/4 [==============================] - 0s 534us/step - loss: 0.1574 - binary_accuracy: 1.0000 Epoch 370/1000 4/4 [==============================] - 0s 752us/step - loss: 0.1571 - binary_accuracy: 1.0000 Epoch 371/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1568 - binary_accuracy: 1.0000 Epoch 372/1000 4/4 [==============================] - 0s 600us/step - loss: 0.1565 - binary_accuracy: 1.0000 Epoch 373/1000 4/4 [==============================] - 0s 598us/step - loss: 0.1561 - binary_accuracy: 1.0000 Epoch 374/1000 4/4 [==============================] - 0s 707us/step - loss: 0.1558 - binary_accuracy: 1.0000 Epoch 375/1000 4/4 [==============================] - 0s 796us/step - loss: 0.1555 - binary_accuracy: 1.0000 Epoch 376/1000 4/4 [==============================] - 0s 820us/step - loss: 0.1552 - binary_accuracy: 1.0000 Epoch 377/1000 4/4 [==============================] - 0s 632us/step - loss: 0.1549 - binary_accuracy: 1.0000 Epoch 378/1000 4/4 [==============================] - 0s 998us/step - loss: 0.1545 - binary_accuracy: 1.0000 Epoch 379/1000 4/4 [==============================] - 0s 661us/step - loss: 0.1542 - binary_accuracy: 1.0000 Epoch 380/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1539 - binary_accuracy: 1.0000 Epoch 381/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.1536 - binary_accuracy: 1.0000 Epoch 382/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1533 - binary_accuracy: 1.0000 Epoch 383/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1530 - binary_accuracy: 1.0000 Epoch 384/1000 4/4 [==============================] - 0s 556us/step - loss: 0.1527 - binary_accuracy: 1.0000 Epoch 385/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1523 - binary_accuracy: 1.0000 Epoch 386/1000 4/4 [==============================] - 0s 767us/step - loss: 0.1520 - binary_accuracy: 1.0000 Epoch 387/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1517 - binary_accuracy: 1.0000 Epoch 388/1000 4/4 [==============================] - 0s 825us/step - loss: 0.1514 - binary_accuracy: 1.0000 Epoch 389/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1510 - binary_accuracy: 1.0000 Epoch 390/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1507 - binary_accuracy: 1.0000 Epoch 391/1000 4/4 [==============================] - 0s 671us/step - loss: 0.1504 - binary_accuracy: 1.0000 Epoch 392/1000 4/4 [==============================] - 0s 704us/step - loss: 0.1501 - binary_accuracy: 1.0000 Epoch 393/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1498 - binary_accuracy: 1.0000 Epoch 394/1000 4/4 [==============================] - 0s 559us/step - loss: 0.1494 - binary_accuracy: 1.0000 Epoch 395/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1491 - binary_accuracy: 1.0000 Epoch 396/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1488 - binary_accuracy: 1.0000 Epoch 397/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1485 - binary_accuracy: 1.0000 Epoch 398/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1482 - binary_accuracy: 1.0000 Epoch 399/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1479 - binary_accuracy: 1.0000 Epoch 400/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1476 - binary_accuracy: 1.0000 Epoch 401/1000 4/4 [==============================] - 0s 732us/step - loss: 0.1472 - binary_accuracy: 1.0000 Epoch 402/1000 4/4 [==============================] - 0s 529us/step - loss: 0.1469 - binary_accuracy: 1.0000 Epoch 403/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1466 - binary_accuracy: 1.0000 Epoch 404/1000 4/4 [==============================] - 0s 839us/step - loss: 0.1463 - binary_accuracy: 1.0000 Epoch 405/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1460 - binary_accuracy: 1.0000 Epoch 406/1000 4/4 [==============================] - 0s 570us/step - loss: 0.1457 - binary_accuracy: 1.0000 Epoch 407/1000 4/4 [==============================] - 0s 517us/step - loss: 0.1454 - binary_accuracy: 1.0000 Epoch 408/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1450 - binary_accuracy: 1.0000 Epoch 409/1000 4/4 [==============================] - 0s 772us/step - loss: 0.1447 - binary_accuracy: 1.0000 Epoch 410/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1444 - binary_accuracy: 1.0000 Epoch 411/1000 4/4 [==============================] - 0s 636us/step - loss: 0.1441 - binary_accuracy: 1.0000 Epoch 412/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1438 - binary_accuracy: 1.0000 Epoch 413/1000 4/4 [==============================] - 0s 634us/step - loss: 0.1435 - binary_accuracy: 1.0000 Epoch 414/1000 4/4 [==============================] - 0s 694us/step - loss: 0.1432 - binary_accuracy: 1.0000 Epoch 415/1000 4/4 [==============================] - 0s 602us/step - loss: 0.1429 - binary_accuracy: 1.0000 Epoch 416/1000 4/4 [==============================] - 0s 4ms/step - loss: 0.1425 - binary_accuracy: 1.0000 Epoch 417/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1422 - binary_accuracy: 1.0000 Epoch 418/1000 4/4 [==============================] - 0s 745us/step - loss: 0.1419 - binary_accuracy: 1.0000 Epoch 419/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.1416 - binary_accuracy: 1.0000 Epoch 420/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1413 - binary_accuracy: 1.0000 Epoch 421/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1410 - binary_accuracy: 1.0000 Epoch 422/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1407 - binary_accuracy: 1.0000 Epoch 423/1000 4/4 [==============================] - 0s 613us/step - loss: 0.1404 - binary_accuracy: 1.0000 Epoch 424/1000 4/4 [==============================] - 0s 621us/step - loss: 0.1401 - binary_accuracy: 1.0000 Epoch 425/1000 4/4 [==============================] - 0s 798us/step - loss: 0.1398 - binary_accuracy: 1.0000 Epoch 426/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1394 - binary_accuracy: 1.0000 Epoch 427/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1391 - binary_accuracy: 1.0000 Epoch 428/1000 4/4 [==============================] - 0s 595us/step - loss: 0.1388 - binary_accuracy: 1.0000 Epoch 429/1000 4/4 [==============================] - 0s 779us/step - loss: 0.1385 - binary_accuracy: 1.0000 Epoch 430/1000 4/4 [==============================] - 0s 621us/step - loss: 0.1382 - binary_accuracy: 1.0000 Epoch 431/1000 4/4 [==============================] - 0s 584us/step - loss: 0.1379 - binary_accuracy: 1.0000 Epoch 432/1000 4/4 [==============================] - 0s 488us/step - loss: 0.1376 - binary_accuracy: 1.0000 Epoch 433/1000 4/4 [==============================] - 0s 585us/step - loss: 0.1373 - binary_accuracy: 1.0000 Epoch 434/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1370 - binary_accuracy: 1.0000 Epoch 435/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1367 - binary_accuracy: 1.0000 Epoch 436/1000 4/4 [==============================] - 0s 767us/step - loss: 0.1364 - binary_accuracy: 1.0000 Epoch 437/1000 4/4 [==============================] - 0s 628us/step - loss: 0.1361 - binary_accuracy: 1.0000 Epoch 438/1000 4/4 [==============================] - 0s 564us/step - loss: 0.1358 - binary_accuracy: 1.0000 Epoch 439/1000 4/4 [==============================] - 0s 700us/step - loss: 0.1355 - binary_accuracy: 1.0000 Epoch 440/1000 4/4 [==============================] - 0s 613us/step - loss: 0.1352 - binary_accuracy: 1.0000 Epoch 441/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1349 - binary_accuracy: 1.0000 Epoch 442/1000 4/4 [==============================] - 0s 594us/step - loss: 0.1345 - binary_accuracy: 1.0000 Epoch 443/1000 4/4 [==============================] - 0s 645us/step - loss: 0.1342 - binary_accuracy: 1.0000 Epoch 444/1000 4/4 [==============================] - 0s 986us/step - loss: 0.1339 - binary_accuracy: 1.0000 Epoch 445/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1336 - binary_accuracy: 1.0000 Epoch 446/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1333 - binary_accuracy: 1.0000 Epoch 447/1000 4/4 [==============================] - 0s 657us/step - loss: 0.1330 - binary_accuracy: 1.0000 Epoch 448/1000 4/4 [==============================] - 0s 843us/step - loss: 0.1327 - binary_accuracy: 1.0000 Epoch 449/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1324 - binary_accuracy: 1.0000 Epoch 450/1000 4/4 [==============================] - 0s 535us/step - loss: 0.1321 - binary_accuracy: 1.0000 Epoch 451/1000 4/4 [==============================] - 0s 501us/step - loss: 0.1318 - binary_accuracy: 1.0000 Epoch 452/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.1315 - binary_accuracy: 1.0000 Epoch 453/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1312 - binary_accuracy: 1.0000 Epoch 454/1000 4/4 [==============================] - 0s 657us/step - loss: 0.1309 - binary_accuracy: 1.0000 Epoch 455/1000 4/4 [==============================] - 0s 484us/step - loss: 0.1306 - binary_accuracy: 1.0000 Epoch 456/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1303 - binary_accuracy: 1.0000 Epoch 457/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1300 - binary_accuracy: 1.0000 Epoch 458/1000 4/4 [==============================] - 0s 523us/step - loss: 0.1297 - binary_accuracy: 1.0000 Epoch 459/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1294 - binary_accuracy: 1.0000 Epoch 460/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1291 - binary_accuracy: 1.0000 Epoch 461/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1288 - binary_accuracy: 1.0000 Epoch 462/1000 4/4 [==============================] - 0s 561us/step - loss: 0.1285 - binary_accuracy: 1.0000 Epoch 463/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1282 - binary_accuracy: 1.0000 Epoch 464/1000 4/4 [==============================] - 0s 524us/step - loss: 0.1279 - binary_accuracy: 1.0000 Epoch 465/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1276 - binary_accuracy: 1.0000 Epoch 466/1000 4/4 [==============================] - 0s 722us/step - loss: 0.1273 - binary_accuracy: 1.0000 Epoch 467/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1270 - binary_accuracy: 1.0000 Epoch 468/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1267 - binary_accuracy: 1.0000 Epoch 469/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1264 - binary_accuracy: 1.0000 Epoch 470/1000 4/4 [==============================] - 0s 786us/step - loss: 0.1262 - binary_accuracy: 1.0000 Epoch 471/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1258 - binary_accuracy: 1.0000 Epoch 472/1000 4/4 [==============================] - 0s 707us/step - loss: 0.1255 - binary_accuracy: 1.0000 Epoch 473/1000 4/4 [==============================] - 0s 677us/step - loss: 0.1253 - binary_accuracy: 1.0000 Epoch 474/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1250 - binary_accuracy: 1.0000 Epoch 475/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1247 - binary_accuracy: 1.0000 Epoch 476/1000 4/4 [==============================] - 0s 709us/step - loss: 0.1243 - binary_accuracy: 1.0000 Epoch 477/1000 4/4 [==============================] - 0s 997us/step - loss: 0.1241 - binary_accuracy: 1.0000 Epoch 478/1000 4/4 [==============================] - 0s 604us/step - loss: 0.1238 - binary_accuracy: 1.0000 Epoch 479/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1235 - binary_accuracy: 1.0000 Epoch 480/1000 4/4 [==============================] - 0s 786us/step - loss: 0.1232 - binary_accuracy: 1.0000 Epoch 481/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1229 - binary_accuracy: 1.0000 Epoch 482/1000 4/4 [==============================] - 0s 493us/step - loss: 0.1226 - binary_accuracy: 1.0000 Epoch 483/1000 4/4 [==============================] - 0s 887us/step - loss: 0.1223 - binary_accuracy: 1.0000 Epoch 484/1000 4/4 [==============================] - 0s 683us/step - loss: 0.1220 - binary_accuracy: 1.0000 Epoch 485/1000 4/4 [==============================] - 0s 670us/step - loss: 0.1218 - binary_accuracy: 1.0000 Epoch 486/1000 4/4 [==============================] - 0s 1000us/step - loss: 0.1215 - binary_accuracy: 1.0000 Epoch 487/1000 4/4 [==============================] - 0s 997us/step - loss: 0.1212 - binary_accuracy: 1.0000 Epoch 488/1000 4/4 [==============================] - 0s 543us/step - loss: 0.1209 - binary_accuracy: 1.0000 Epoch 489/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1206 - binary_accuracy: 1.0000 Epoch 490/1000 4/4 [==============================] - 0s 789us/step - loss: 0.1203 - binary_accuracy: 1.0000 Epoch 491/1000 4/4 [==============================] - 0s 689us/step - loss: 0.1200 - binary_accuracy: 1.0000 Epoch 492/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1197 - binary_accuracy: 1.0000 Epoch 493/1000 4/4 [==============================] - 0s 567us/step - loss: 0.1194 - binary_accuracy: 1.0000 Epoch 494/1000 4/4 [==============================] - 0s 801us/step - loss: 0.1191 - binary_accuracy: 1.0000 Epoch 495/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1189 - binary_accuracy: 1.0000 Epoch 496/1000 4/4 [==============================] - 0s 669us/step - loss: 0.1186 - binary_accuracy: 1.0000 Epoch 497/1000 4/4 [==============================] - 0s 978us/step - loss: 0.1183 - binary_accuracy: 1.0000 Epoch 498/1000 4/4 [==============================] - 0s 874us/step - loss: 0.1180 - binary_accuracy: 1.0000 Epoch 499/1000 4/4 [==============================] - 0s 890us/step - loss: 0.1177 - binary_accuracy: 1.0000 Epoch 500/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1174 - binary_accuracy: 1.0000 Epoch 501/1000 4/4 [==============================] - 0s 760us/step - loss: 0.1171 - binary_accuracy: 1.0000 Epoch 502/1000 4/4 [==============================] - 0s 652us/step - loss: 0.1169 - binary_accuracy: 1.0000 Epoch 503/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1166 - binary_accuracy: 1.0000 Epoch 504/1000 4/4 [==============================] - 0s 657us/step - loss: 0.1163 - binary_accuracy: 1.0000 Epoch 505/1000 4/4 [==============================] - 0s 730us/step - loss: 0.1160 - binary_accuracy: 1.0000 Epoch 506/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1157 - binary_accuracy: 1.0000 Epoch 507/1000 4/4 [==============================] - 0s 553us/step - loss: 0.1155 - binary_accuracy: 1.0000 Epoch 508/1000 4/4 [==============================] - 0s 843us/step - loss: 0.1152 - binary_accuracy: 1.0000 Epoch 509/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1149 - binary_accuracy: 1.0000 Epoch 510/1000 4/4 [==============================] - 0s 479us/step - loss: 0.1146 - binary_accuracy: 1.0000 Epoch 511/1000 4/4 [==============================] - 0s 894us/step - loss: 0.1143 - binary_accuracy: 1.0000 Epoch 512/1000 4/4 [==============================] - 0s 574us/step - loss: 0.1141 - binary_accuracy: 1.0000 Epoch 513/1000 4/4 [==============================] - 0s 841us/step - loss: 0.1138 - binary_accuracy: 1.0000 Epoch 514/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.1135 - binary_accuracy: 1.0000 Epoch 515/1000 4/4 [==============================] - 0s 721us/step - loss: 0.1133 - binary_accuracy: 1.0000 Epoch 516/1000 4/4 [==============================] - 0s 751us/step - loss: 0.1130 - binary_accuracy: 1.0000 Epoch 517/1000 4/4 [==============================] - 0s 945us/step - loss: 0.1127 - binary_accuracy: 1.0000 Epoch 518/1000 4/4 [==============================] - 0s 500us/step - loss: 0.1124 - binary_accuracy: 1.0000 Epoch 519/1000 4/4 [==============================] - 0s 826us/step - loss: 0.1121 - binary_accuracy: 1.0000 Epoch 520/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1118 - binary_accuracy: 1.0000 Epoch 521/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1116 - binary_accuracy: 1.0000 Epoch 522/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1113 - binary_accuracy: 1.0000 Epoch 523/1000 4/4 [==============================] - 0s 724us/step - loss: 0.1110 - binary_accuracy: 1.0000 Epoch 524/1000 4/4 [==============================] - 0s 816us/step - loss: 0.1108 - binary_accuracy: 1.0000 Epoch 525/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1105 - binary_accuracy: 1.0000 Epoch 526/1000 4/4 [==============================] - 0s 510us/step - loss: 0.1102 - binary_accuracy: 1.0000 Epoch 527/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1099 - binary_accuracy: 1.0000 Epoch 528/1000 4/4 [==============================] - 0s 698us/step - loss: 0.1097 - binary_accuracy: 1.0000 Epoch 529/1000 4/4 [==============================] - 0s 800us/step - loss: 0.1094 - binary_accuracy: 1.0000 Epoch 530/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1091 - binary_accuracy: 1.0000 Epoch 531/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1088 - binary_accuracy: 1.0000 Epoch 532/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1086 - binary_accuracy: 1.0000 Epoch 533/1000 4/4 [==============================] - 0s 763us/step - loss: 0.1083 - binary_accuracy: 1.0000 Epoch 534/1000 4/4 [==============================] - 0s 573us/step - loss: 0.1080 - binary_accuracy: 1.0000 Epoch 535/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1078 - binary_accuracy: 1.0000 Epoch 536/1000 4/4 [==============================] - 0s 912us/step - loss: 0.1075 - binary_accuracy: 1.0000 Epoch 537/1000 4/4 [==============================] - 0s 631us/step - loss: 0.1072 - binary_accuracy: 1.0000 Epoch 538/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1070 - binary_accuracy: 1.0000 Epoch 539/1000 4/4 [==============================] - 0s 998us/step - loss: 0.1067 - binary_accuracy: 1.0000 Epoch 540/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1064 - binary_accuracy: 1.0000 Epoch 541/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1062 - binary_accuracy: 1.0000 Epoch 542/1000 4/4 [==============================] - 0s 650us/step - loss: 0.1059 - binary_accuracy: 1.0000 Epoch 543/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1056 - binary_accuracy: 1.0000 Epoch 544/1000 4/4 [==============================] - 0s 595us/step - loss: 0.1054 - binary_accuracy: 1.0000 Epoch 545/1000 4/4 [==============================] - 0s 847us/step - loss: 0.1051 - binary_accuracy: 1.0000 Epoch 546/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1048 - binary_accuracy: 1.0000 Epoch 547/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1046 - binary_accuracy: 1.0000 Epoch 548/1000 4/4 [==============================] - 0s 864us/step - loss: 0.1043 - binary_accuracy: 1.0000 Epoch 549/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1040 - binary_accuracy: 1.0000 Epoch 550/1000 4/4 [==============================] - 0s 933us/step - loss: 0.1038 - binary_accuracy: 1.0000 Epoch 551/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1035 - binary_accuracy: 1.0000 Epoch 552/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1032 - binary_accuracy: 1.0000 Epoch 553/1000 4/4 [==============================] - 0s 575us/step - loss: 0.1030 - binary_accuracy: 1.0000 Epoch 554/1000 4/4 [==============================] - 0s 519us/step - loss: 0.1027 - binary_accuracy: 1.0000 Epoch 555/1000 4/4 [==============================] - 0s 412us/step - loss: 0.1025 - binary_accuracy: 1.0000 Epoch 556/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.1022 - binary_accuracy: 1.0000 Epoch 557/1000 4/4 [==============================] - 0s 706us/step - loss: 0.1020 - binary_accuracy: 1.0000 Epoch 558/1000 4/4 [==============================] - 0s 625us/step - loss: 0.1017 - binary_accuracy: 1.0000 Epoch 559/1000 4/4 [==============================] - 0s 843us/step - loss: 0.1014 - binary_accuracy: 1.0000 Epoch 560/1000 4/4 [==============================] - 0s 736us/step - loss: 0.1012 - binary_accuracy: 1.0000 Epoch 561/1000 4/4 [==============================] - 0s 537us/step - loss: 0.1009 - binary_accuracy: 1.0000 Epoch 562/1000 4/4 [==============================] - 0s 487us/step - loss: 0.1007 - binary_accuracy: 1.0000 Epoch 563/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.1004 - binary_accuracy: 1.0000 Epoch 564/1000 4/4 [==============================] - 0s 609us/step - loss: 0.1002 - binary_accuracy: 1.0000 Epoch 565/1000 4/4 [==============================] - 0s 817us/step - loss: 0.0999 - binary_accuracy: 1.0000 Epoch 566/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0997 - binary_accuracy: 1.0000 Epoch 567/1000 4/4 [==============================] - 0s 694us/step - loss: 0.0994 - binary_accuracy: 1.0000 Epoch 568/1000 4/4 [==============================] - 0s 654us/step - loss: 0.0991 - binary_accuracy: 1.0000 Epoch 569/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0989 - binary_accuracy: 1.0000 Epoch 570/1000 4/4 [==============================] - 0s 757us/step - loss: 0.0986 - binary_accuracy: 1.0000 Epoch 571/1000 4/4 [==============================] - 0s 692us/step - loss: 0.0984 - binary_accuracy: 1.0000 Epoch 572/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0981 - binary_accuracy: 1.0000 Epoch 573/1000 4/4 [==============================] - 0s 735us/step - loss: 0.0979 - binary_accuracy: 1.0000 Epoch 574/1000 4/4 [==============================] - 0s 743us/step - loss: 0.0976 - binary_accuracy: 1.0000 Epoch 575/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0974 - binary_accuracy: 1.0000 Epoch 576/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0971 - binary_accuracy: 1.0000 Epoch 577/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0969 - binary_accuracy: 1.0000 Epoch 578/1000 4/4 [==============================] - 0s 977us/step - loss: 0.0966 - binary_accuracy: 1.0000 Epoch 579/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0964 - binary_accuracy: 1.0000 Epoch 580/1000 4/4 [==============================] - 0s 991us/step - loss: 0.0961 - binary_accuracy: 1.0000 Epoch 581/1000 4/4 [==============================] - 0s 783us/step - loss: 0.0959 - binary_accuracy: 1.0000 Epoch 582/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0956 - binary_accuracy: 1.0000 Epoch 583/1000 4/4 [==============================] - 0s 804us/step - loss: 0.0954 - binary_accuracy: 1.0000 Epoch 584/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0951 - binary_accuracy: 1.0000 Epoch 585/1000 4/4 [==============================] - 0s 656us/step - loss: 0.0949 - binary_accuracy: 1.0000 Epoch 586/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0946 - binary_accuracy: 1.0000 Epoch 587/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0944 - binary_accuracy: 1.0000 Epoch 588/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0941 - binary_accuracy: 1.0000 Epoch 589/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0939 - binary_accuracy: 1.0000 Epoch 590/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0937 - binary_accuracy: 1.0000 Epoch 591/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0934 - binary_accuracy: 1.0000 Epoch 592/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0932 - binary_accuracy: 1.0000 Epoch 593/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0929 - binary_accuracy: 1.0000 Epoch 594/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0927 - binary_accuracy: 1.0000 Epoch 595/1000 4/4 [==============================] - 0s 866us/step - loss: 0.0925 - binary_accuracy: 1.0000 Epoch 596/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0922 - binary_accuracy: 1.0000 Epoch 597/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0920 - binary_accuracy: 1.0000 Epoch 598/1000 4/4 [==============================] - 0s 724us/step - loss: 0.0917 - binary_accuracy: 1.0000 Epoch 599/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0915 - binary_accuracy: 1.0000 Epoch 600/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0913 - binary_accuracy: 1.0000 Epoch 601/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0910 - binary_accuracy: 1.0000 Epoch 602/1000 4/4 [==============================] - 0s 728us/step - loss: 0.0908 - binary_accuracy: 1.0000 Epoch 603/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0905 - binary_accuracy: 1.0000 Epoch 604/1000 4/4 [==============================] - 0s 905us/step - loss: 0.0903 - binary_accuracy: 1.0000 Epoch 605/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0901 - binary_accuracy: 1.0000 Epoch 606/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0898 - binary_accuracy: 1.0000 Epoch 607/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0896 - binary_accuracy: 1.0000 Epoch 608/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0894 - binary_accuracy: 1.0000 Epoch 609/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0891 - binary_accuracy: 1.0000 Epoch 610/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0889 - binary_accuracy: 1.0000 Epoch 611/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0887 - binary_accuracy: 1.0000 Epoch 612/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0885 - binary_accuracy: 1.0000 Epoch 613/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0882 - binary_accuracy: 1.0000 Epoch 614/1000 4/4 [==============================] - 0s 962us/step - loss: 0.0880 - binary_accuracy: 1.0000 Epoch 615/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0877 - binary_accuracy: 1.0000 Epoch 616/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0875 - binary_accuracy: 1.0000 Epoch 617/1000 4/4 [==============================] - 0s 822us/step - loss: 0.0873 - binary_accuracy: 1.0000 Epoch 618/1000 4/4 [==============================] - 0s 4ms/step - loss: 0.0870 - binary_accuracy: 1.0000 Epoch 619/1000 4/4 [==============================] - 0s 748us/step - loss: 0.0868 - binary_accuracy: 1.0000 Epoch 620/1000 4/4 [==============================] - 0s 800us/step - loss: 0.0866 - binary_accuracy: 1.0000 Epoch 621/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0864 - binary_accuracy: 1.0000 Epoch 622/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0861 - binary_accuracy: 1.0000 Epoch 623/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0859 - binary_accuracy: 1.0000 Epoch 624/1000 4/4 [==============================] - 0s 613us/step - loss: 0.0857 - binary_accuracy: 1.0000 Epoch 625/1000 4/4 [==============================] - 0s 919us/step - loss: 0.0854 - binary_accuracy: 1.0000 Epoch 626/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0852 - binary_accuracy: 1.0000 Epoch 627/1000 4/4 [==============================] - 0s 899us/step - loss: 0.0850 - binary_accuracy: 1.0000 Epoch 628/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0848 - binary_accuracy: 1.0000 Epoch 629/1000 4/4 [==============================] - 0s 832us/step - loss: 0.0845 - binary_accuracy: 1.0000 Epoch 630/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0843 - binary_accuracy: 1.0000 Epoch 631/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0841 - binary_accuracy: 1.0000 Epoch 632/1000 4/4 [==============================] - 0s 804us/step - loss: 0.0839 - binary_accuracy: 1.0000 Epoch 633/1000 4/4 [==============================] - 0s 831us/step - loss: 0.0837 - binary_accuracy: 1.0000 Epoch 634/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0834 - binary_accuracy: 1.0000 Epoch 635/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0832 - binary_accuracy: 1.0000 Epoch 636/1000 4/4 [==============================] - 0s 666us/step - loss: 0.0830 - binary_accuracy: 1.0000 Epoch 637/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0828 - binary_accuracy: 1.0000 Epoch 638/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0825 - binary_accuracy: 1.0000 Epoch 639/1000 4/4 [==============================] - 0s 589us/step - loss: 0.0823 - binary_accuracy: 1.0000 Epoch 640/1000 4/4 [==============================] - 0s 921us/step - loss: 0.0821 - binary_accuracy: 1.0000 Epoch 641/1000 4/4 [==============================] - 0s 744us/step - loss: 0.0819 - binary_accuracy: 1.0000 Epoch 642/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0817 - binary_accuracy: 1.0000 Epoch 643/1000 4/4 [==============================] - 0s 532us/step - loss: 0.0815 - binary_accuracy: 1.0000 Epoch 644/1000 4/4 [==============================] - 0s 586us/step - loss: 0.0812 - binary_accuracy: 1.0000 Epoch 645/1000 4/4 [==============================] - 0s 828us/step - loss: 0.0810 - binary_accuracy: 1.0000 Epoch 646/1000 4/4 [==============================] - 0s 684us/step - loss: 0.0808 - binary_accuracy: 1.0000 Epoch 647/1000 4/4 [==============================] - 0s 676us/step - loss: 0.0806 - binary_accuracy: 1.0000 Epoch 648/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0804 - binary_accuracy: 1.0000 Epoch 649/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0802 - binary_accuracy: 1.0000 Epoch 650/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0799 - binary_accuracy: 1.0000 Epoch 651/1000 4/4 [==============================] - 0s 921us/step - loss: 0.0797 - binary_accuracy: 1.0000 Epoch 652/1000 4/4 [==============================] - 0s 939us/step - loss: 0.0795 - binary_accuracy: 1.0000 Epoch 653/1000 4/4 [==============================] - 0s 631us/step - loss: 0.0793 - binary_accuracy: 1.0000 Epoch 654/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0791 - binary_accuracy: 1.0000 Epoch 655/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0789 - binary_accuracy: 1.0000 Epoch 656/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0787 - binary_accuracy: 1.0000 Epoch 657/1000 4/4 [==============================] - 0s 788us/step - loss: 0.0785 - binary_accuracy: 1.0000 Epoch 658/1000 4/4 [==============================] - 0s 607us/step - loss: 0.0783 - binary_accuracy: 1.0000 Epoch 659/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0780 - binary_accuracy: 1.0000 Epoch 660/1000 4/4 [==============================] - 0s 996us/step - loss: 0.0778 - binary_accuracy: 1.0000 Epoch 661/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0776 - binary_accuracy: 1.0000 Epoch 662/1000 4/4 [==============================] - 0s 908us/step - loss: 0.0774 - binary_accuracy: 1.0000 Epoch 663/1000 4/4 [==============================] - 0s 920us/step - loss: 0.0772 - binary_accuracy: 1.0000 Epoch 664/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0770 - binary_accuracy: 1.0000 Epoch 665/1000 4/4 [==============================] - 0s 929us/step - loss: 0.0768 - binary_accuracy: 1.0000 Epoch 666/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0766 - binary_accuracy: 1.0000 Epoch 667/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0764 - binary_accuracy: 1.0000 Epoch 668/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0762 - binary_accuracy: 1.0000 Epoch 669/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0760 - binary_accuracy: 1.0000 Epoch 670/1000 4/4 [==============================] - 0s 890us/step - loss: 0.0758 - binary_accuracy: 1.0000 Epoch 671/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0756 - binary_accuracy: 1.0000 Epoch 672/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0754 - binary_accuracy: 1.0000 Epoch 673/1000 4/4 [==============================] - 0s 572us/step - loss: 0.0752 - binary_accuracy: 1.0000 Epoch 674/1000 4/4 [==============================] - 0s 4ms/step - loss: 0.0750 - binary_accuracy: 1.0000 Epoch 675/1000 4/4 [==============================] - 0s 740us/step - loss: 0.0748 - binary_accuracy: 1.0000 Epoch 676/1000 4/4 [==============================] - 0s 709us/step - loss: 0.0746 - binary_accuracy: 1.0000 Epoch 677/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0744 - binary_accuracy: 1.0000 Epoch 678/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0741 - binary_accuracy: 1.0000 Epoch 679/1000 4/4 [==============================] - 0s 832us/step - loss: 0.0740 - binary_accuracy: 1.0000 Epoch 680/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0737 - binary_accuracy: 1.0000 Epoch 681/1000 4/4 [==============================] - 0s 806us/step - loss: 0.0735 - binary_accuracy: 1.0000 Epoch 682/1000 4/4 [==============================] - 0s 825us/step - loss: 0.0734 - binary_accuracy: 1.0000 Epoch 683/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0732 - binary_accuracy: 1.0000 Epoch 684/1000 4/4 [==============================] - 0s 823us/step - loss: 0.0730 - binary_accuracy: 1.0000 Epoch 685/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0728 - binary_accuracy: 1.0000 Epoch 686/1000 4/4 [==============================] - 0s 594us/step - loss: 0.0726 - binary_accuracy: 1.0000 Epoch 687/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0724 - binary_accuracy: 1.0000 Epoch 688/1000 4/4 [==============================] - 0s 1000us/step - loss: 0.0722 - binary_accuracy: 1.0000 Epoch 689/1000 4/4 [==============================] - 0s 947us/step - loss: 0.0720 - binary_accuracy: 1.0000 Epoch 690/1000 4/4 [==============================] - 0s 824us/step - loss: 0.0718 - binary_accuracy: 1.0000 Epoch 691/1000 4/4 [==============================] - 0s 625us/step - loss: 0.0716 - binary_accuracy: 1.0000 Epoch 692/1000 4/4 [==============================] - 0s 607us/step - loss: 0.0714 - binary_accuracy: 1.0000 Epoch 693/1000 4/4 [==============================] - 0s 554us/step - loss: 0.0712 - binary_accuracy: 1.0000 Epoch 694/1000 4/4 [==============================] - 0s 646us/step - loss: 0.0710 - binary_accuracy: 1.0000 Epoch 695/1000 4/4 [==============================] - 0s 779us/step - loss: 0.0708 - binary_accuracy: 1.0000 Epoch 696/1000 4/4 [==============================] - 0s 909us/step - loss: 0.0706 - binary_accuracy: 1.0000 Epoch 697/1000 4/4 [==============================] - 0s 517us/step - loss: 0.0704 - binary_accuracy: 1.0000 Epoch 698/1000 4/4 [==============================] - 0s 876us/step - loss: 0.0703 - binary_accuracy: 1.0000 Epoch 699/1000 4/4 [==============================] - 0s 622us/step - loss: 0.0701 - binary_accuracy: 1.0000 Epoch 700/1000 4/4 [==============================] - 0s 682us/step - loss: 0.0699 - binary_accuracy: 1.0000 Epoch 701/1000 4/4 [==============================] - 0s 784us/step - loss: 0.0697 - binary_accuracy: 1.0000 Epoch 702/1000 4/4 [==============================] - 0s 569us/step - loss: 0.0695 - binary_accuracy: 1.0000 Epoch 703/1000 4/4 [==============================] - 0s 874us/step - loss: 0.0693 - binary_accuracy: 1.0000 Epoch 704/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0691 - binary_accuracy: 1.0000 Epoch 705/1000 4/4 [==============================] - 0s 570us/step - loss: 0.0689 - binary_accuracy: 1.0000 Epoch 706/1000 4/4 [==============================] - 0s 570us/step - loss: 0.0688 - binary_accuracy: 1.0000 Epoch 707/1000 4/4 [==============================] - 0s 959us/step - loss: 0.0686 - binary_accuracy: 1.0000 Epoch 708/1000 4/4 [==============================] - 0s 622us/step - loss: 0.0684 - binary_accuracy: 1.0000 Epoch 709/1000 4/4 [==============================] - 0s 619us/step - loss: 0.0682 - binary_accuracy: 1.0000 Epoch 710/1000 4/4 [==============================] - 0s 625us/step - loss: 0.0680 - binary_accuracy: 1.0000 Epoch 711/1000 4/4 [==============================] - 0s 649us/step - loss: 0.0678 - binary_accuracy: 1.0000 Epoch 712/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0676 - binary_accuracy: 1.0000 Epoch 713/1000 4/4 [==============================] - 0s 831us/step - loss: 0.0674 - binary_accuracy: 1.0000 Epoch 714/1000 4/4 [==============================] - 0s 705us/step - loss: 0.0673 - binary_accuracy: 1.0000 Epoch 715/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0671 - binary_accuracy: 1.0000 Epoch 716/1000 4/4 [==============================] - 0s 718us/step - loss: 0.0669 - binary_accuracy: 1.0000 Epoch 717/1000 4/4 [==============================] - 0s 746us/step - loss: 0.0667 - binary_accuracy: 1.0000 Epoch 718/1000 4/4 [==============================] - 0s 601us/step - loss: 0.0665 - binary_accuracy: 1.0000 Epoch 719/1000 4/4 [==============================] - 0s 548us/step - loss: 0.0664 - binary_accuracy: 1.0000 Epoch 720/1000 4/4 [==============================] - 0s 578us/step - loss: 0.0662 - binary_accuracy: 1.0000 Epoch 721/1000 4/4 [==============================] - 0s 807us/step - loss: 0.0660 - binary_accuracy: 1.0000 Epoch 722/1000 4/4 [==============================] - 0s 605us/step - loss: 0.0658 - binary_accuracy: 1.0000 Epoch 723/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0656 - binary_accuracy: 1.0000 Epoch 724/1000 4/4 [==============================] - 0s 559us/step - loss: 0.0655 - binary_accuracy: 1.0000 Epoch 725/1000 4/4 [==============================] - 0s 576us/step - loss: 0.0653 - binary_accuracy: 1.0000 Epoch 726/1000 4/4 [==============================] - 0s 458us/step - loss: 0.0651 - binary_accuracy: 1.0000 Epoch 727/1000 4/4 [==============================] - 0s 643us/step - loss: 0.0649 - binary_accuracy: 1.0000 Epoch 728/1000 4/4 [==============================] - 0s 756us/step - loss: 0.0648 - binary_accuracy: 1.0000 Epoch 729/1000 4/4 [==============================] - 0s 672us/step - loss: 0.0646 - binary_accuracy: 1.0000 Epoch 730/1000 4/4 [==============================] - 0s 661us/step - loss: 0.0644 - binary_accuracy: 1.0000 Epoch 731/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0642 - binary_accuracy: 1.0000 Epoch 732/1000 4/4 [==============================] - 0s 744us/step - loss: 0.0640 - binary_accuracy: 1.0000 Epoch 733/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0639 - binary_accuracy: 1.0000 Epoch 734/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0637 - binary_accuracy: 1.0000 Epoch 735/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0635 - binary_accuracy: 1.0000 Epoch 736/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0634 - binary_accuracy: 1.0000 Epoch 737/1000 4/4 [==============================] - 0s 690us/step - loss: 0.0632 - binary_accuracy: 1.0000 Epoch 738/1000 4/4 [==============================] - 0s 583us/step - loss: 0.0630 - binary_accuracy: 1.0000 Epoch 739/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0628 - binary_accuracy: 1.0000 Epoch 740/1000 4/4 [==============================] - 0s 836us/step - loss: 0.0627 - binary_accuracy: 1.0000 Epoch 741/1000 4/4 [==============================] - 0s 719us/step - loss: 0.0625 - binary_accuracy: 1.0000 Epoch 742/1000 4/4 [==============================] - 0s 752us/step - loss: 0.0623 - binary_accuracy: 1.0000 Epoch 743/1000 4/4 [==============================] - 0s 616us/step - loss: 0.0622 - binary_accuracy: 1.0000 Epoch 744/1000 4/4 [==============================] - 0s 786us/step - loss: 0.0620 - binary_accuracy: 1.0000 Epoch 745/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0618 - binary_accuracy: 1.0000 Epoch 746/1000 4/4 [==============================] - 0s 619us/step - loss: 0.0616 - binary_accuracy: 1.0000 Epoch 747/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0615 - binary_accuracy: 1.0000 Epoch 748/1000 4/4 [==============================] - 0s 924us/step - loss: 0.0613 - binary_accuracy: 1.0000 Epoch 749/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0612 - binary_accuracy: 1.0000 Epoch 750/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0610 - binary_accuracy: 1.0000 Epoch 751/1000 4/4 [==============================] - 0s 855us/step - loss: 0.0608 - binary_accuracy: 1.0000 Epoch 752/1000 4/4 [==============================] - 0s 900us/step - loss: 0.0606 - binary_accuracy: 1.0000 Epoch 753/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0605 - binary_accuracy: 1.0000 Epoch 754/1000 4/4 [==============================] - 0s 969us/step - loss: 0.0603 - binary_accuracy: 1.0000 Epoch 755/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0602 - binary_accuracy: 1.0000 Epoch 756/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0600 - binary_accuracy: 1.0000 Epoch 757/1000 4/4 [==============================] - 0s 652us/step - loss: 0.0598 - binary_accuracy: 1.0000 Epoch 758/1000 4/4 [==============================] - 0s 620us/step - loss: 0.0597 - binary_accuracy: 1.0000 Epoch 759/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0595 - binary_accuracy: 1.0000 Epoch 760/1000 4/4 [==============================] - 0s 942us/step - loss: 0.0593 - binary_accuracy: 1.0000 Epoch 761/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0592 - binary_accuracy: 1.0000 Epoch 762/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0590 - binary_accuracy: 1.0000 Epoch 763/1000 4/4 [==============================] - 0s 784us/step - loss: 0.0589 - binary_accuracy: 1.0000 Epoch 764/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0587 - binary_accuracy: 1.0000 Epoch 765/1000 4/4 [==============================] - 0s 868us/step - loss: 0.0585 - binary_accuracy: 1.0000 Epoch 766/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0584 - binary_accuracy: 1.0000 Epoch 767/1000 4/4 [==============================] - 0s 712us/step - loss: 0.0582 - binary_accuracy: 1.0000 Epoch 768/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0581 - binary_accuracy: 1.0000 Epoch 769/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0579 - binary_accuracy: 1.0000 Epoch 770/1000 4/4 [==============================] - 0s 708us/step - loss: 0.0578 - binary_accuracy: 1.0000 Epoch 771/1000 4/4 [==============================] - 0s 822us/step - loss: 0.0576 - binary_accuracy: 1.0000 Epoch 772/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0574 - binary_accuracy: 1.0000 Epoch 773/1000 4/4 [==============================] - 0s 757us/step - loss: 0.0573 - binary_accuracy: 1.0000 Epoch 774/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0571 - binary_accuracy: 1.0000 Epoch 775/1000 4/4 [==============================] - 0s 808us/step - loss: 0.0570 - binary_accuracy: 1.0000 Epoch 776/1000 4/4 [==============================] - 0s 783us/step - loss: 0.0568 - binary_accuracy: 1.0000 Epoch 777/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0567 - binary_accuracy: 1.0000 Epoch 778/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0565 - binary_accuracy: 1.0000 Epoch 779/1000 4/4 [==============================] - 0s 621us/step - loss: 0.0564 - binary_accuracy: 1.0000 Epoch 780/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0562 - binary_accuracy: 1.0000 Epoch 781/1000 4/4 [==============================] - 0s 861us/step - loss: 0.0560 - binary_accuracy: 1.0000 Epoch 782/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0559 - binary_accuracy: 1.0000 Epoch 783/1000 4/4 [==============================] - 0s 659us/step - loss: 0.0557 - binary_accuracy: 1.0000 Epoch 784/1000 4/4 [==============================] - 0s 827us/step - loss: 0.0556 - binary_accuracy: 1.0000 Epoch 785/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0555 - binary_accuracy: 1.0000 Epoch 786/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0553 - binary_accuracy: 1.0000 Epoch 787/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0551 - binary_accuracy: 1.0000 Epoch 788/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0550 - binary_accuracy: 1.0000 Epoch 789/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0548 - binary_accuracy: 1.0000 Epoch 790/1000 4/4 [==============================] - 0s 599us/step - loss: 0.0547 - binary_accuracy: 1.0000 Epoch 791/1000 4/4 [==============================] - 0s 925us/step - loss: 0.0546 - binary_accuracy: 1.0000 Epoch 792/1000 4/4 [==============================] - 0s 694us/step - loss: 0.0544 - binary_accuracy: 1.0000 Epoch 793/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0542 - binary_accuracy: 1.0000 Epoch 794/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0541 - binary_accuracy: 1.0000 Epoch 795/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0540 - binary_accuracy: 1.0000 Epoch 796/1000 4/4 [==============================] - 0s 654us/step - loss: 0.0538 - binary_accuracy: 1.0000 Epoch 797/1000 4/4 [==============================] - 0s 893us/step - loss: 0.0537 - binary_accuracy: 1.0000 Epoch 798/1000 4/4 [==============================] - 0s 656us/step - loss: 0.0535 - binary_accuracy: 1.0000 Epoch 799/1000 4/4 [==============================] - 0s 811us/step - loss: 0.0534 - binary_accuracy: 1.0000 Epoch 800/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0532 - binary_accuracy: 1.0000 Epoch 801/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0531 - binary_accuracy: 1.0000 Epoch 802/1000 4/4 [==============================] - 0s 998us/step - loss: 0.0529 - binary_accuracy: 1.0000 Epoch 803/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0528 - binary_accuracy: 1.0000 Epoch 804/1000 4/4 [==============================] - 0s 824us/step - loss: 0.0526 - binary_accuracy: 1.0000 Epoch 805/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0525 - binary_accuracy: 1.0000 Epoch 806/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0524 - binary_accuracy: 1.0000 Epoch 807/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0522 - binary_accuracy: 1.0000 Epoch 808/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0521 - binary_accuracy: 1.0000 Epoch 809/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0519 - binary_accuracy: 1.0000 Epoch 810/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0518 - binary_accuracy: 1.0000 Epoch 811/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0517 - binary_accuracy: 1.0000 Epoch 812/1000 4/4 [==============================] - 0s 991us/step - loss: 0.0515 - binary_accuracy: 1.0000 Epoch 813/1000 4/4 [==============================] - 0s 715us/step - loss: 0.0514 - binary_accuracy: 1.0000 Epoch 814/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0512 - binary_accuracy: 1.0000 Epoch 815/1000 4/4 [==============================] - 0s 654us/step - loss: 0.0511 - binary_accuracy: 1.0000 Epoch 816/1000 4/4 [==============================] - 0s 880us/step - loss: 0.0510 - binary_accuracy: 1.0000 Epoch 817/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0508 - binary_accuracy: 1.0000 Epoch 818/1000 4/4 [==============================] - 0s 653us/step - loss: 0.0507 - binary_accuracy: 1.0000 Epoch 819/1000 4/4 [==============================] - 0s 859us/step - loss: 0.0506 - binary_accuracy: 1.0000 Epoch 820/1000 4/4 [==============================] - 0s 998us/step - loss: 0.0504 - binary_accuracy: 1.0000 Epoch 821/1000 4/4 [==============================] - 0s 753us/step - loss: 0.0503 - binary_accuracy: 1.0000 Epoch 822/1000 4/4 [==============================] - 0s 704us/step - loss: 0.0501 - binary_accuracy: 1.0000 Epoch 823/1000 4/4 [==============================] - 0s 706us/step - loss: 0.0500 - binary_accuracy: 1.0000 Epoch 824/1000 4/4 [==============================] - 0s 749us/step - loss: 0.0499 - binary_accuracy: 1.0000 Epoch 825/1000 4/4 [==============================] - 0s 691us/step - loss: 0.0497 - binary_accuracy: 1.0000 Epoch 826/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0496 - binary_accuracy: 1.0000 Epoch 827/1000 4/4 [==============================] - 0s 431us/step - loss: 0.0495 - binary_accuracy: 1.0000 Epoch 828/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0493 - binary_accuracy: 1.0000 Epoch 829/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0492 - binary_accuracy: 1.0000 Epoch 830/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0491 - binary_accuracy: 1.0000 Epoch 831/1000 4/4 [==============================] - 0s 646us/step - loss: 0.0489 - binary_accuracy: 1.0000 Epoch 832/1000 4/4 [==============================] - 0s 636us/step - loss: 0.0488 - binary_accuracy: 1.0000 Epoch 833/1000 4/4 [==============================] - 0s 707us/step - loss: 0.0487 - binary_accuracy: 1.0000 Epoch 834/1000 4/4 [==============================] - 0s 689us/step - loss: 0.0485 - binary_accuracy: 1.0000 Epoch 835/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0484 - binary_accuracy: 1.0000 Epoch 836/1000 4/4 [==============================] - 0s 598us/step - loss: 0.0483 - binary_accuracy: 1.0000 Epoch 837/1000 4/4 [==============================] - 0s 915us/step - loss: 0.0481 - binary_accuracy: 1.0000 Epoch 838/1000 4/4 [==============================] - 0s 789us/step - loss: 0.0480 - binary_accuracy: 1.0000 Epoch 839/1000 4/4 [==============================] - 0s 617us/step - loss: 0.0479 - binary_accuracy: 1.0000 Epoch 840/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0478 - binary_accuracy: 1.0000 Epoch 841/1000 4/4 [==============================] - 0s 809us/step - loss: 0.0476 - binary_accuracy: 1.0000 Epoch 842/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0475 - binary_accuracy: 1.0000 Epoch 843/1000 4/4 [==============================] - 0s 755us/step - loss: 0.0474 - binary_accuracy: 1.0000 Epoch 844/1000 4/4 [==============================] - 0s 781us/step - loss: 0.0472 - binary_accuracy: 1.0000 Epoch 845/1000 4/4 [==============================] - 0s 702us/step - loss: 0.0471 - binary_accuracy: 1.0000 Epoch 846/1000 4/4 [==============================] - 0s 680us/step - loss: 0.0470 - binary_accuracy: 1.0000 Epoch 847/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0469 - binary_accuracy: 1.0000 Epoch 848/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0467 - binary_accuracy: 1.0000 Epoch 849/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0466 - binary_accuracy: 1.0000 Epoch 850/1000 4/4 [==============================] - 0s 703us/step - loss: 0.0465 - binary_accuracy: 1.0000 Epoch 851/1000 4/4 [==============================] - 0s 668us/step - loss: 0.0464 - binary_accuracy: 1.0000 Epoch 852/1000 4/4 [==============================] - 0s 654us/step - loss: 0.0462 - binary_accuracy: 1.0000 Epoch 853/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0461 - binary_accuracy: 1.0000 Epoch 854/1000 4/4 [==============================] - 0s 617us/step - loss: 0.0460 - binary_accuracy: 1.0000 Epoch 855/1000 4/4 [==============================] - 0s 957us/step - loss: 0.0459 - binary_accuracy: 1.0000 Epoch 856/1000 4/4 [==============================] - 0s 927us/step - loss: 0.0457 - binary_accuracy: 1.0000 Epoch 857/1000 4/4 [==============================] - 0s 615us/step - loss: 0.0456 - binary_accuracy: 1.0000 Epoch 858/1000 4/4 [==============================] - 0s 705us/step - loss: 0.0455 - binary_accuracy: 1.0000 Epoch 859/1000 4/4 [==============================] - 0s 937us/step - loss: 0.0454 - binary_accuracy: 1.0000 Epoch 860/1000 4/4 [==============================] - 0s 646us/step - loss: 0.0452 - binary_accuracy: 1.0000 Epoch 861/1000 4/4 [==============================] - 0s 572us/step - loss: 0.0451 - binary_accuracy: 1.0000 Epoch 862/1000 4/4 [==============================] - 0s 724us/step - loss: 0.0450 - binary_accuracy: 1.0000 Epoch 863/1000 4/4 [==============================] - 0s 703us/step - loss: 0.0449 - binary_accuracy: 1.0000 Epoch 864/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0448 - binary_accuracy: 1.0000 Epoch 865/1000 4/4 [==============================] - 0s 385us/step - loss: 0.0446 - binary_accuracy: 1.0000 Epoch 866/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0445 - binary_accuracy: 1.0000 Epoch 867/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0444 - binary_accuracy: 1.0000 Epoch 868/1000 4/4 [==============================] - 0s 6ms/step - loss: 0.0443 - binary_accuracy: 1.0000 Epoch 869/1000 4/4 [==============================] - 0s 4ms/step - loss: 0.0442 - binary_accuracy: 1.0000 Epoch 870/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0441 - binary_accuracy: 1.0000 Epoch 871/1000 4/4 [==============================] - 0s 603us/step - loss: 0.0439 - binary_accuracy: 1.0000 Epoch 872/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0438 - binary_accuracy: 1.0000 Epoch 873/1000 4/4 [==============================] - 0s 720us/step - loss: 0.0437 - binary_accuracy: 1.0000 Epoch 874/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0436 - binary_accuracy: 1.0000 Epoch 875/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0435 - binary_accuracy: 1.0000 Epoch 876/1000 4/4 [==============================] - 0s 674us/step - loss: 0.0434 - binary_accuracy: 1.0000 Epoch 877/1000 4/4 [==============================] - 0s 962us/step - loss: 0.0432 - binary_accuracy: 1.0000 Epoch 878/1000 4/4 [==============================] - 0s 707us/step - loss: 0.0431 - binary_accuracy: 1.0000 Epoch 879/1000 4/4 [==============================] - 0s 808us/step - loss: 0.0430 - binary_accuracy: 1.0000 Epoch 880/1000 4/4 [==============================] - 0s 783us/step - loss: 0.0429 - binary_accuracy: 1.0000 Epoch 881/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0428 - binary_accuracy: 1.0000 Epoch 882/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0427 - binary_accuracy: 1.0000 Epoch 883/1000 4/4 [==============================] - 0s 705us/step - loss: 0.0426 - binary_accuracy: 1.0000 Epoch 884/1000 4/4 [==============================] - 0s 695us/step - loss: 0.0424 - binary_accuracy: 1.0000 Epoch 885/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0423 - binary_accuracy: 1.0000 Epoch 886/1000 4/4 [==============================] - 0s 918us/step - loss: 0.0422 - binary_accuracy: 1.0000 Epoch 887/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0421 - binary_accuracy: 1.0000 Epoch 888/1000 4/4 [==============================] - 0s 4ms/step - loss: 0.0420 - binary_accuracy: 1.0000 Epoch 889/1000 4/4 [==============================] - 0s 794us/step - loss: 0.0419 - binary_accuracy: 1.0000 Epoch 890/1000 4/4 [==============================] - 0s 702us/step - loss: 0.0418 - binary_accuracy: 1.0000 Epoch 891/1000 4/4 [==============================] - 0s 3ms/step - loss: 0.0417 - binary_accuracy: 1.0000 Epoch 892/1000 4/4 [==============================] - 0s 722us/step - loss: 0.0415 - binary_accuracy: 1.0000 Epoch 893/1000 4/4 [==============================] - 0s 768us/step - loss: 0.0414 - binary_accuracy: 1.0000 Epoch 894/1000 4/4 [==============================] - 0s 616us/step - loss: 0.0413 - binary_accuracy: 1.0000 Epoch 895/1000 4/4 [==============================] - 0s 951us/step - loss: 0.0412 - binary_accuracy: 1.0000 Epoch 896/1000 4/4 [==============================] - 0s 491us/step - loss: 0.0411 - binary_accuracy: 1.0000 Epoch 897/1000 4/4 [==============================] - 0s 798us/step - loss: 0.0410 - binary_accuracy: 1.0000 Epoch 898/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0409 - binary_accuracy: 1.0000 Epoch 899/1000 4/4 [==============================] - 0s 578us/step - loss: 0.0408 - binary_accuracy: 1.0000 Epoch 900/1000 4/4 [==============================] - 0s 780us/step - loss: 0.0407 - binary_accuracy: 1.0000 Epoch 901/1000 4/4 [==============================] - 0s 735us/step - loss: 0.0406 - binary_accuracy: 1.0000 Epoch 902/1000 4/4 [==============================] - 0s 613us/step - loss: 0.0405 - binary_accuracy: 1.0000 Epoch 903/1000 4/4 [==============================] - 0s 855us/step - loss: 0.0403 - binary_accuracy: 1.0000 Epoch 904/1000 4/4 [==============================] - 0s 844us/step - loss: 0.0402 - binary_accuracy: 1.0000 Epoch 905/1000 4/4 [==============================] - 0s 907us/step - loss: 0.0401 - binary_accuracy: 1.0000 Epoch 906/1000 4/4 [==============================] - 0s 495us/step - loss: 0.0400 - binary_accuracy: 1.0000 Epoch 907/1000 4/4 [==============================] - 0s 512us/step - loss: 0.0399 - binary_accuracy: 1.0000 Epoch 908/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0398 - binary_accuracy: 1.0000 Epoch 909/1000 4/4 [==============================] - 0s 508us/step - loss: 0.0397 - binary_accuracy: 1.0000 Epoch 910/1000 4/4 [==============================] - 0s 659us/step - loss: 0.0396 - binary_accuracy: 1.0000 Epoch 911/1000 4/4 [==============================] - 0s 975us/step - loss: 0.0395 - binary_accuracy: 1.0000 Epoch 912/1000 4/4 [==============================] - 0s 664us/step - loss: 0.0394 - binary_accuracy: 1.0000 Epoch 913/1000 4/4 [==============================] - 0s 893us/step - loss: 0.0393 - binary_accuracy: 1.0000 Epoch 914/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0392 - binary_accuracy: 1.0000 Epoch 915/1000 4/4 [==============================] - 0s 966us/step - loss: 0.0391 - binary_accuracy: 1.0000 Epoch 916/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0390 - binary_accuracy: 1.0000 Epoch 917/1000 4/4 [==============================] - 0s 819us/step - loss: 0.0389 - binary_accuracy: 1.0000 Epoch 918/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0388 - binary_accuracy: 1.0000 Epoch 919/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0387 - binary_accuracy: 1.0000 Epoch 920/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0386 - binary_accuracy: 1.0000 Epoch 921/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0385 - binary_accuracy: 1.0000 Epoch 922/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0384 - binary_accuracy: 1.0000 Epoch 923/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0383 - binary_accuracy: 1.0000 Epoch 924/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0382 - binary_accuracy: 1.0000 Epoch 925/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0381 - binary_accuracy: 1.0000 Epoch 926/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0380 - binary_accuracy: 1.0000 Epoch 927/1000 4/4 [==============================] - 0s 658us/step - loss: 0.0379 - binary_accuracy: 1.0000 Epoch 928/1000 4/4 [==============================] - 0s 556us/step - loss: 0.0378 - binary_accuracy: 1.0000 Epoch 929/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0377 - binary_accuracy: 1.0000 Epoch 930/1000 4/4 [==============================] - 0s 737us/step - loss: 0.0376 - binary_accuracy: 1.0000 Epoch 931/1000 4/4 [==============================] - 0s 687us/step - loss: 0.0375 - binary_accuracy: 1.0000 Epoch 932/1000 4/4 [==============================] - 0s 617us/step - loss: 0.0374 - binary_accuracy: 1.0000 Epoch 933/1000 4/4 [==============================] - 0s 581us/step - loss: 0.0373 - binary_accuracy: 1.0000 Epoch 934/1000 4/4 [==============================] - 0s 467us/step - loss: 0.0372 - binary_accuracy: 1.0000 Epoch 935/1000 4/4 [==============================] - 0s 634us/step - loss: 0.0371 - binary_accuracy: 1.0000 Epoch 936/1000 4/4 [==============================] - 0s 811us/step - loss: 0.0370 - binary_accuracy: 1.0000 Epoch 937/1000 4/4 [==============================] - 0s 566us/step - loss: 0.0369 - binary_accuracy: 1.0000 Epoch 938/1000 4/4 [==============================] - 0s 700us/step - loss: 0.0368 - binary_accuracy: 1.0000 Epoch 939/1000 4/4 [==============================] - 0s 628us/step - loss: 0.0367 - binary_accuracy: 1.0000 Epoch 940/1000 4/4 [==============================] - 0s 711us/step - loss: 0.0366 - binary_accuracy: 1.0000 Epoch 941/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0365 - binary_accuracy: 1.0000 Epoch 942/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0364 - binary_accuracy: 1.0000 Epoch 943/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0363 - binary_accuracy: 1.0000 Epoch 944/1000 4/4 [==============================] - 0s 947us/step - loss: 0.0362 - binary_accuracy: 1.0000 Epoch 945/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0361 - binary_accuracy: 1.0000 Epoch 946/1000 4/4 [==============================] - 0s 4ms/step - loss: 0.0360 - binary_accuracy: 1.0000 Epoch 947/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0359 - binary_accuracy: 1.0000 Epoch 948/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0358 - binary_accuracy: 1.0000 Epoch 949/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0358 - binary_accuracy: 1.0000 Epoch 950/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0357 - binary_accuracy: 1.0000 Epoch 951/1000 4/4 [==============================] - 0s 917us/step - loss: 0.0356 - binary_accuracy: 1.0000 Epoch 952/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0355 - binary_accuracy: 1.0000 Epoch 953/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0354 - binary_accuracy: 1.0000 Epoch 954/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0353 - binary_accuracy: 1.0000 Epoch 955/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0352 - binary_accuracy: 1.0000 Epoch 956/1000 4/4 [==============================] - 0s 575us/step - loss: 0.0351 - binary_accuracy: 1.0000 Epoch 957/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0350 - binary_accuracy: 1.0000 Epoch 958/1000 4/4 [==============================] - 0s 734us/step - loss: 0.0349 - binary_accuracy: 1.0000 Epoch 959/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0348 - binary_accuracy: 1.0000 Epoch 960/1000 4/4 [==============================] - 0s 634us/step - loss: 0.0347 - binary_accuracy: 1.0000 Epoch 961/1000 4/4 [==============================] - 0s 585us/step - loss: 0.0347 - binary_accuracy: 1.0000 Epoch 962/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0346 - binary_accuracy: 1.0000 Epoch 963/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0345 - binary_accuracy: 1.0000 Epoch 964/1000 4/4 [==============================] - 0s 554us/step - loss: 0.0344 - binary_accuracy: 1.0000 Epoch 965/1000 4/4 [==============================] - 0s 751us/step - loss: 0.0343 - binary_accuracy: 1.0000 Epoch 966/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0342 - binary_accuracy: 1.0000 Epoch 967/1000 4/4 [==============================] - 0s 623us/step - loss: 0.0341 - binary_accuracy: 1.0000 Epoch 968/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0340 - binary_accuracy: 1.0000 Epoch 969/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0339 - binary_accuracy: 1.0000 Epoch 970/1000 4/4 [==============================] - 0s 496us/step - loss: 0.0339 - binary_accuracy: 1.0000 Epoch 971/1000 4/4 [==============================] - 0s 472us/step - loss: 0.0338 - binary_accuracy: 1.0000 Epoch 972/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0337 - binary_accuracy: 1.0000 Epoch 973/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0336 - binary_accuracy: 1.0000 Epoch 974/1000 4/4 [==============================] - 0s 583us/step - loss: 0.0335 - binary_accuracy: 1.0000 Epoch 975/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0334 - binary_accuracy: 1.0000 Epoch 976/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0333 - binary_accuracy: 1.0000 Epoch 977/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0333 - binary_accuracy: 1.0000 Epoch 978/1000 4/4 [==============================] - 0s 577us/step - loss: 0.0332 - binary_accuracy: 1.0000 Epoch 979/1000 4/4 [==============================] - 0s 2ms/step - loss: 0.0331 - binary_accuracy: 1.0000 Epoch 980/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0330 - binary_accuracy: 1.0000 Epoch 981/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0329 - binary_accuracy: 1.0000 Epoch 982/1000 4/4 [==============================] - 0s 601us/step - loss: 0.0328 - binary_accuracy: 1.0000 Epoch 983/1000 4/4 [==============================] - 0s 627us/step - loss: 0.0327 - binary_accuracy: 1.0000 Epoch 984/1000 4/4 [==============================] - 0s 699us/step - loss: 0.0327 - binary_accuracy: 1.0000 Epoch 985/1000 4/4 [==============================] - 0s 664us/step - loss: 0.0326 - binary_accuracy: 1.0000 Epoch 986/1000 4/4 [==============================] - 0s 804us/step - loss: 0.0325 - binary_accuracy: 1.0000 Epoch 987/1000 4/4 [==============================] - 0s 676us/step - loss: 0.0324 - binary_accuracy: 1.0000 Epoch 988/1000 4/4 [==============================] - 0s 573us/step - loss: 0.0323 - binary_accuracy: 1.0000 Epoch 989/1000 4/4 [==============================] - 0s 592us/step - loss: 0.0322 - binary_accuracy: 1.0000 Epoch 990/1000 4/4 [==============================] - 0s 1ms/step - loss: 0.0322 - binary_accuracy: 1.0000 Epoch 991/1000 4/4 [==============================] - 0s 756us/step - loss: 0.0321 - binary_accuracy: 1.0000 Epoch 992/1000 4/4 [==============================] - 0s 609us/step - loss: 0.0320 - binary_accuracy: 1.0000 Epoch 993/1000 4/4 [==============================] - 0s 594us/step - loss: 0.0319 - binary_accuracy: 1.0000 Epoch 994/1000 4/4 [==============================] - 0s 531us/step - loss: 0.0318 - binary_accuracy: 1.0000 Epoch 995/1000 4/4 [==============================] - 0s 449us/step - loss: 0.0318 - binary_accuracy: 1.0000 Epoch 996/1000 4/4 [==============================] - 0s 695us/step - loss: 0.0317 - binary_accuracy: 1.0000 Epoch 997/1000 4/4 [==============================] - 0s 915us/step - loss: 0.0316 - binary_accuracy: 1.0000 Epoch 998/1000 4/4 [==============================] - 0s 559us/step - loss: 0.0315 - binary_accuracy: 1.0000 Epoch 999/1000 4/4 [==============================] - 0s 561us/step - loss: 0.0314 - binary_accuracy: 1.0000 Epoch 1000/1000 4/4 [==============================] - 0s 714us/step - loss: 0.0314 - binary_accuracy: 1.0000
<keras.callbacks.History at 0x10f0edfd0>
# evaluamos el modelo
scores = model.evaluate(training_data, target_data)
print("\n%s: %.2f%%" % (model.metrics_names[1], scores[1]*100))
4/4 [==============================] - 0s 10ms/step binary_accuracy: 100.00%
print (model.predict(training_data).round())
[[0.] [1.] [1.] [0.]]
Vemos que las predicciones se corresponden con las salidas deseadas de la función XOR.
Lee el artículo completo en www.aprendemachinelearning.com