Day 59 - Predicting Fibonacci Sequence Numbers Using Neural Networks - IT Consultant - SAP, Artificial Intelligence and Machine Learning

Fibonacci Sequence patterns are inevitable in life, and we can see them in flowers, plants, seashells, etc.

Today, we will see how to predict Fibonacci sequence using simple neural networks using the Tensorflow Keras library.

Fibonacci recurrence $F n = F n - 1 + F n - 2 if n > 2.$

Fibonacci psuedo code in recurrence:

int fib(int n)
{
if (n <= 2) return 1
else return fib(n-1) + fib(n-2)
}

Fibonacci sequence numbers = 0, 1, 1, 2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987,… so on.

Let’s write a code now.

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Epoch 1/1000
1/1 [==============================] - 0s 262ms/step - loss: 753.3253
Epoch 2/1000
1/1 [==============================] - 0s 4ms/step - loss: 750.5078
Epoch 3/1000
1/1 [==============================] - 0s 4ms/step - loss: 747.6963
Epoch 4/1000
1/1 [==============================] - 0s 5ms/step - loss: 744.8899
Epoch 5/1000
1/1 [==============================] - 0s 3ms/step - loss: 742.0890
Epoch 6/1000
1/1 [==============================] - 0s 3ms/step - loss: 739.2940
Epoch 7/1000
1/1 [==============================] - 0s 4ms/step - loss: 736.5048
Epoch 8/1000
1/1 [==============================] - 0s 3ms/step - loss: 733.7213
Epoch 9/1000
1/1 [==============================] - 0s 3ms/step - loss: 730.9440
Epoch 10/1000
1/1 [==============================] - 0s 8ms/step - loss: 728.1723
Epoch 11/1000
1/1 [==============================] - 0s 4ms/step - loss: 725.4073
Epoch 12/1000
1/1 [==============================] - 0s 5ms/step - loss: 722.6483
Epoch 13/1000
1/1 [==============================] - 0s 6ms/step - loss: 719.8954
Epoch 14/1000
1/1 [==============================] - 0s 6ms/step - loss: 717.1490
Epoch 15/1000
1/1 [==============================] - 0s 6ms/step - loss: 714.4091
Epoch 16/1000
1/1 [==============================] - 0s 7ms/step - loss: 711.6752
Epoch 17/1000
1/1 [==============================] - 0s 4ms/step - loss: 708.9482
Epoch 18/1000
1/1 [==============================] - 0s 5ms/step - loss: 706.2279
Epoch 19/1000
1/1 [==============================] - 0s 3ms/step - loss: 703.5142
Epoch 20/1000
1/1 [==============================] - 0s 3ms/step - loss: 700.8071
Epoch 21/1000
1/1 [==============================] - 0s 3ms/step - loss: 698.1070
Epoch 22/1000
1/1 [==============================] - 0s 4ms/step - loss: 695.4138
Epoch 23/1000
1/1 [==============================] - 0s 5ms/step - loss: 692.7274
Epoch 24/1000
1/1 [==============================] - 0s 5ms/step - loss: 690.0477
Epoch 25/1000
1/1 [==============================] - 0s 4ms/step - loss: 687.3753
Epoch 26/1000
1/1 [==============================] - 0s 4ms/step - loss: 684.7095
Epoch 27/1000
1/1 [==============================] - 0s 4ms/step - loss: 682.0508
Epoch 28/1000
1/1 [==============================] - 0s 5ms/step - loss: 679.3995
Epoch 29/1000
1/1 [==============================] - 0s 4ms/step - loss: 676.7549
Epoch 30/1000
1/1 [==============================] - 0s 4ms/step - loss: 674.1178
Epoch 31/1000
1/1 [==============================] - 0s 6ms/step - loss: 671.4879
Epoch 32/1000
1/1 [==============================] - 0s 4ms/step - loss: 668.8651
Epoch 33/1000
1/1 [==============================] - 0s 3ms/step - loss: 666.2495
Epoch 34/1000
1/1 [==============================] - 0s 4ms/step - loss: 663.6413
Epoch 35/1000
1/1 [==============================] - 0s 4ms/step - loss: 661.0402
Epoch 36/1000
1/1 [==============================] - 0s 5ms/step - loss: 658.4467
Epoch 37/1000
1/1 [==============================] - 0s 5ms/step - loss: 655.8604
Epoch 38/1000
1/1 [==============================] - 0s 4ms/step - loss: 653.2812
Epoch 39/1000
1/1 [==============================] - 0s 6ms/step - loss: 650.7094
Epoch 40/1000
1/1 [==============================] - 0s 3ms/step - loss: 648.1450
Epoch 41/1000
1/1 [==============================] - 0s 3ms/step - loss: 645.5880
Epoch 42/1000
1/1 [==============================] - 0s 7ms/step - loss: 643.0382
Epoch 43/1000
1/1 [==============================] - 0s 4ms/step - loss: 640.4960
Epoch 44/1000
1/1 [==============================] - 0s 4ms/step - loss: 637.9609
Epoch 45/1000
1/1 [==============================] - 0s 4ms/step - loss: 635.4335
Epoch 46/1000
1/1 [==============================] - 0s 4ms/step - loss: 632.9130
Epoch 47/1000
1/1 [==============================] - 0s 6ms/step - loss: 630.4003
Epoch 48/1000
1/1 [==============================] - 0s 6ms/step - loss: 627.8948
Epoch 49/1000
1/1 [==============================] - 0s 5ms/step - loss: 625.3964
Epoch 50/1000
1/1 [==============================] - 0s 7ms/step - loss: 622.9056
Epoch 51/1000
1/1 [==============================] - 0s 6ms/step - loss: 620.4220
Epoch 52/1000
1/1 [==============================] - 0s 5ms/step - loss: 617.9462
Epoch 53/1000
1/1 [==============================] - 0s 5ms/step - loss: 615.4774
Epoch 54/1000
1/1 [==============================] - 0s 5ms/step - loss: 613.0160
Epoch 55/1000
1/1 [==============================] - 0s 5ms/step - loss: 610.5621
Epoch 56/1000
1/1 [==============================] - 0s 4ms/step - loss: 608.1157
Epoch 57/1000
1/1 [==============================] - 0s 5ms/step - loss: 605.6763
Epoch 58/1000
1/1 [==============================] - 0s 5ms/step - loss: 603.2443
Epoch 59/1000
1/1 [==============================] - 0s 5ms/step - loss: 600.8196
Epoch 60/1000
1/1 [==============================] - 0s 3ms/step - loss: 598.4023
Epoch 61/1000
1/1 [==============================] - 0s 4ms/step - loss: 595.9922
Epoch 62/1000
1/1 [==============================] - 0s 4ms/step - loss: 593.5895
Epoch 63/1000
1/1 [==============================] - 0s 6ms/step - loss: 591.1942
Epoch 64/1000
1/1 [==============================] - 0s 4ms/step - loss: 588.8061
Epoch 65/1000
1/1 [==============================] - 0s 4ms/step - loss: 586.4253
Epoch 66/1000
1/1 [==============================] - 0s 3ms/step - loss: 584.0515
Epoch 67/1000
1/1 [==============================] - 0s 4ms/step - loss: 581.6850
Epoch 68/1000
1/1 [==============================] - 0s 4ms/step - loss: 579.3261
Epoch 69/1000
1/1 [==============================] - 0s 6ms/step - loss: 576.9739
Epoch 70/1000
1/1 [==============================] - 0s 4ms/step - loss: 574.6293
Epoch 71/1000
1/1 [==============================] - 0s 3ms/step - loss: 572.2921
Epoch 72/1000
1/1 [==============================] - 0s 4ms/step - loss: 569.9617
Epoch 73/1000
1/1 [==============================] - 0s 3ms/step - loss: 567.6385
Epoch 74/1000
1/1 [==============================] - 0s 7ms/step - loss: 565.3224
Epoch 75/1000
1/1 [==============================] - 0s 4ms/step - loss: 563.0137
Epoch 76/1000
1/1 [==============================] - 0s 3ms/step - loss: 560.7120
Epoch 77/1000
1/1 [==============================] - 0s 3ms/step - loss: 558.4172
Epoch 78/1000
1/1 [==============================] - 0s 3ms/step - loss: 556.1299
Epoch 79/1000
1/1 [==============================] - 0s 3ms/step - loss: 553.8497
Epoch 80/1000
1/1 [==============================] - 0s 4ms/step - loss: 551.5762
Epoch 81/1000
1/1 [==============================] - 0s 4ms/step - loss: 549.3101
Epoch 82/1000
1/1 [==============================] - 0s 3ms/step - loss: 547.0510
Epoch 83/1000
1/1 [==============================] - 0s 4ms/step - loss: 544.7991
Epoch 84/1000
1/1 [==============================] - 0s 5ms/step - loss: 542.5540
Epoch 85/1000
1/1 [==============================] - 0s 4ms/step - loss: 540.3161
Epoch 86/1000
1/1 [==============================] - 0s 7ms/step - loss: 538.0851
Epoch 87/1000
1/1 [==============================] - 0s 6ms/step - loss: 535.8611
Epoch 88/1000
1/1 [==============================] - 0s 5ms/step - loss: 533.6444
Epoch 89/1000
1/1 [==============================] - 0s 4ms/step - loss: 531.4343
Epoch 90/1000
1/1 [==============================] - 0s 6ms/step - loss: 529.2313
Epoch 91/1000
1/1 [==============================] - 0s 7ms/step - loss: 527.0351
Epoch 92/1000
1/1 [==============================] - 0s 4ms/step - loss: 524.8459
Epoch 93/1000
1/1 [==============================] - 0s 4ms/step - loss: 522.6638
Epoch 94/1000
1/1 [==============================] - 0s 4ms/step - loss: 520.4885
Epoch 95/1000
1/1 [==============================] - 0s 4ms/step - loss: 518.3201
Epoch 96/1000
1/1 [==============================] - 0s 4ms/step - loss: 516.1586
Epoch 97/1000
1/1 [==============================] - 0s 3ms/step - loss: 514.0040
Epoch 98/1000
1/1 [==============================] - 0s 4ms/step - loss: 511.8562
Epoch 99/1000
1/1 [==============================] - 0s 4ms/step - loss: 509.7153
Epoch 100/1000
1/1 [==============================] - 0s 5ms/step - loss: 507.5811
Epoch 101/1000
1/1 [==============================] - 0s 3ms/step - loss: 505.4539
Epoch 102/1000
1/1 [==============================] - 0s 4ms/step - loss: 503.3334
Epoch 103/1000
1/1 [==============================] - 0s 5ms/step - loss: 501.2195
Epoch 104/1000
1/1 [==============================] - 0s 3ms/step - loss: 499.1127
Epoch 105/1000
1/1 [==============================] - 0s 4ms/step - loss: 497.0123
Epoch 106/1000
1/1 [==============================] - 0s 3ms/step - loss: 494.9188
Epoch 107/1000
1/1 [==============================] - 0s 5ms/step - loss: 492.8322
Epoch 108/1000
1/1 [==============================] - 0s 5ms/step - loss: 490.7524
Epoch 109/1000
1/1 [==============================] - 0s 3ms/step - loss: 488.6792
Epoch 110/1000
1/1 [==============================] - 0s 5ms/step - loss: 486.6126
Epoch 111/1000
1/1 [==============================] - 0s 3ms/step - loss: 484.5529
Epoch 112/1000
1/1 [==============================] - 0s 3ms/step - loss: 482.4995
Epoch 113/1000
1/1 [==============================] - 0s 3ms/step - loss: 480.4530
Epoch 114/1000
1/1 [==============================] - 0s 5ms/step - loss: 478.4131
Epoch 115/1000
1/1 [==============================] - 0s 5ms/step - loss: 476.3799
Epoch 116/1000
1/1 [==============================] - 0s 4ms/step - loss: 474.3530
Epoch 117/1000
1/1 [==============================] - 0s 6ms/step - loss: 472.3330
Epoch 118/1000
1/1 [==============================] - 0s 4ms/step - loss: 470.3196
Epoch 119/1000
1/1 [==============================] - 0s 4ms/step - loss: 468.3128
Epoch 120/1000
1/1 [==============================] - 0s 5ms/step - loss: 466.3125
Epoch 121/1000
1/1 [==============================] - 0s 6ms/step - loss: 464.3187
Epoch 122/1000
1/1 [==============================] - 0s 4ms/step - loss: 462.3315
Epoch 123/1000
1/1 [==============================] - 0s 6ms/step - loss: 460.3506
Epoch 124/1000
1/1 [==============================] - 0s 8ms/step - loss: 458.3765
Epoch 125/1000
1/1 [==============================] - 0s 4ms/step - loss: 456.4088
Epoch 126/1000
1/1 [==============================] - 0s 4ms/step - loss: 454.4476
Epoch 127/1000
1/1 [==============================] - 0s 3ms/step - loss: 452.4927
Epoch 128/1000
1/1 [==============================] - 0s 5ms/step - loss: 450.5445
Epoch 129/1000
1/1 [==============================] - 0s 4ms/step - loss: 448.6025
Epoch 130/1000
1/1 [==============================] - 0s 5ms/step - loss: 446.6671
Epoch 131/1000
1/1 [==============================] - 0s 4ms/step - loss: 444.7380
Epoch 132/1000
1/1 [==============================] - 0s 3ms/step - loss: 442.8154
Epoch 133/1000
1/1 [==============================] - 0s 4ms/step - loss: 440.8992
Epoch 134/1000
1/1 [==============================] - 0s 4ms/step - loss: 438.9893
Epoch 135/1000
1/1 [==============================] - 0s 4ms/step - loss: 437.0859
Epoch 136/1000
1/1 [==============================] - 0s 6ms/step - loss: 435.1888
Epoch 137/1000
1/1 [==============================] - 0s 6ms/step - loss: 433.2980
Epoch 138/1000
1/1 [==============================] - 0s 4ms/step - loss: 431.4135
Epoch 139/1000
1/1 [==============================] - 0s 7ms/step - loss: 429.5352
Epoch 140/1000
1/1 [==============================] - 0s 4ms/step - loss: 427.6633
Epoch 141/1000
1/1 [==============================] - 0s 3ms/step - loss: 425.7978
Epoch 142/1000
1/1 [==============================] - 0s 4ms/step - loss: 423.9385
Epoch 143/1000
1/1 [==============================] - 0s 179ms/step - loss: 422.0853
Epoch 144/1000
1/1 [==============================] - 0s 4ms/step - loss: 420.2386
Epoch 145/1000
1/1 [==============================] - 0s 3ms/step - loss: 418.3980
Epoch 146/1000
1/1 [==============================] - 0s 3ms/step - loss: 416.5636
Epoch 147/1000
1/1 [==============================] - 0s 3ms/step - loss: 414.7354
Epoch 148/1000
1/1 [==============================] - 0s 4ms/step - loss: 412.9135
Epoch 149/1000
1/1 [==============================] - 0s 4ms/step - loss: 411.0977
Epoch 150/1000
1/1 [==============================] - 0s 5ms/step - loss: 409.2879
Epoch 151/1000
1/1 [==============================] - 0s 5ms/step - loss: 407.4844
Epoch 152/1000
1/1 [==============================] - 0s 4ms/step - loss: 405.6872
Epoch 153/1000
1/1 [==============================] - 0s 4ms/step - loss: 403.8958
Epoch 154/1000
1/1 [==============================] - 0s 4ms/step - loss: 402.1105
Epoch 155/1000
1/1 [==============================] - 0s 5ms/step - loss: 400.3317
Epoch 156/1000
1/1 [==============================] - 0s 4ms/step - loss: 398.5587
Epoch 157/1000
1/1 [==============================] - 0s 5ms/step - loss: 396.7918
Epoch 158/1000
1/1 [==============================] - 0s 9ms/step - loss: 395.0308
Epoch 159/1000
1/1 [==============================] - 0s 29ms/step - loss: 393.2762
Epoch 160/1000
1/1 [==============================] - 0s 6ms/step - loss: 391.5273
Epoch 161/1000
1/1 [==============================] - 0s 6ms/step - loss: 389.7845
Epoch 162/1000
1/1 [==============================] - 0s 6ms/step - loss: 388.0479
Epoch 163/1000
1/1 [==============================] - 0s 7ms/step - loss: 386.3172
Epoch 164/1000
1/1 [==============================] - 0s 5ms/step - loss: 384.5922
Epoch 165/1000
1/1 [==============================] - 0s 4ms/step - loss: 382.8733
Epoch 166/1000
1/1 [==============================] - 0s 4ms/step - loss: 381.1604
Epoch 167/1000
1/1 [==============================] - 0s 3ms/step - loss: 379.4536
Epoch 168/1000
1/1 [==============================] - 0s 5ms/step - loss: 377.7527
Epoch 169/1000
1/1 [==============================] - 0s 3ms/step - loss: 376.0575
Epoch 170/1000
1/1 [==============================] - 0s 6ms/step - loss: 374.3683
Epoch 171/1000
1/1 [==============================] - 0s 3ms/step - loss: 372.6850
Epoch 172/1000
1/1 [==============================] - 0s 4ms/step - loss: 371.0076
Epoch 173/1000
1/1 [==============================] - 0s 3ms/step - loss: 369.3362
Epoch 174/1000
1/1 [==============================] - 0s 4ms/step - loss: 367.6703
Epoch 175/1000
1/1 [==============================] - 0s 4ms/step - loss: 366.0103
Epoch 176/1000
1/1 [==============================] - 0s 5ms/step - loss: 364.3563
Epoch 177/1000
1/1 [==============================] - 0s 5ms/step - loss: 362.7081
Epoch 178/1000
1/1 [==============================] - 0s 8ms/step - loss: 361.0657
Epoch 179/1000
1/1 [==============================] - 0s 3ms/step - loss: 359.4287
Epoch 180/1000
1/1 [==============================] - 0s 4ms/step - loss: 357.7979
Epoch 181/1000
1/1 [==============================] - 0s 4ms/step - loss: 356.1726
Epoch 182/1000
1/1 [==============================] - 0s 8ms/step - loss: 354.5532
Epoch 183/1000
1/1 [==============================] - 0s 4ms/step - loss: 352.9395
Epoch 184/1000
1/1 [==============================] - 0s 8ms/step - loss: 351.3315
Epoch 185/1000
1/1 [==============================] - 0s 8ms/step - loss: 349.7294
Epoch 186/1000
1/1 [==============================] - 0s 6ms/step - loss: 348.1328
Epoch 187/1000
1/1 [==============================] - 0s 4ms/step - loss: 346.5418
Epoch 188/1000
1/1 [==============================] - 0s 3ms/step - loss: 344.9565
Epoch 189/1000
1/1 [==============================] - 0s 4ms/step - loss: 343.3769
Epoch 190/1000
1/1 [==============================] - 0s 6ms/step - loss: 341.8029
Epoch 191/1000
1/1 [==============================] - 0s 3ms/step - loss: 340.2347
Epoch 192/1000
1/1 [==============================] - 0s 3ms/step - loss: 338.6720
Epoch 193/1000
1/1 [==============================] - 0s 3ms/step - loss: 337.1147
Epoch 194/1000
1/1 [==============================] - 0s 4ms/step - loss: 335.5630
Epoch 195/1000
1/1 [==============================] - 0s 3ms/step - loss: 334.0171
Epoch 196/1000
1/1 [==============================] - 0s 4ms/step - loss: 332.4765
Epoch 197/1000
1/1 [==============================] - 0s 5ms/step - loss: 330.9417
Epoch 198/1000
1/1 [==============================] - 0s 4ms/step - loss: 329.4124
Epoch 199/1000
1/1 [==============================] - 0s 4ms/step - loss: 327.8885
Epoch 200/1000
1/1 [==============================] - 0s 4ms/step - loss: 326.3703
Epoch 201/1000
1/1 [==============================] - 0s 5ms/step - loss: 324.8575
Epoch 202/1000
1/1 [==============================] - 0s 3ms/step - loss: 323.3502
Epoch 203/1000
1/1 [==============================] - 0s 6ms/step - loss: 321.8482
Epoch 204/1000
1/1 [==============================] - 0s 5ms/step - loss: 320.3516
Epoch 205/1000
1/1 [==============================] - 0s 120ms/step - loss: 318.8606
Epoch 206/1000
1/1 [==============================] - 0s 4ms/step - loss: 317.3751
Epoch 207/1000
1/1 [==============================] - 0s 4ms/step - loss: 315.8948
Epoch 208/1000
1/1 [==============================] - 0s 3ms/step - loss: 314.4200
Epoch 209/1000
1/1 [==============================] - 0s 4ms/step - loss: 312.9507
Epoch 210/1000
1/1 [==============================] - 0s 3ms/step - loss: 311.4867
Epoch 211/1000
1/1 [==============================] - 0s 4ms/step - loss: 310.0281
Epoch 212/1000
1/1 [==============================] - 0s 3ms/step - loss: 308.5749
Epoch 213/1000
1/1 [==============================] - 0s 3ms/step - loss: 307.1271
Epoch 214/1000
1/1 [==============================] - 0s 5ms/step - loss: 305.6845
Epoch 215/1000
1/1 [==============================] - 0s 3ms/step - loss: 304.2472
Epoch 216/1000
1/1 [==============================] - 0s 3ms/step - loss: 302.8153
Epoch 217/1000
1/1 [==============================] - 0s 4ms/step - loss: 301.3886
Epoch 218/1000
1/1 [==============================] - 0s 4ms/step - loss: 299.9673
Epoch 219/1000
1/1 [==============================] - 0s 3ms/step - loss: 298.5512
Epoch 220/1000
1/1 [==============================] - 0s 8ms/step - loss: 297.1404
Epoch 221/1000
1/1 [==============================] - 0s 3ms/step - loss: 295.7348
Epoch 222/1000
1/1 [==============================] - 0s 3ms/step - loss: 294.3344
Epoch 223/1000
1/1 [==============================] - 0s 3ms/step - loss: 292.9390
Epoch 224/1000
1/1 [==============================] - 0s 3ms/step - loss: 291.5489
Epoch 225/1000
1/1 [==============================] - 0s 3ms/step - loss: 290.1639
Epoch 226/1000
1/1 [==============================] - 0s 3ms/step - loss: 288.7841
Epoch 227/1000
1/1 [==============================] - 0s 3ms/step - loss: 287.4095
Epoch 228/1000
1/1 [==============================] - 0s 6ms/step - loss: 286.0399
Epoch 229/1000
1/1 [==============================] - 0s 3ms/step - loss: 284.6757
Epoch 230/1000
1/1 [==============================] - 0s 3ms/step - loss: 283.3163
Epoch 231/1000
1/1 [==============================] - 0s 3ms/step - loss: 281.9623
Epoch 232/1000
1/1 [==============================] - 0s 5ms/step - loss: 280.6131
Epoch 233/1000
1/1 [==============================] - 0s 3ms/step - loss: 279.2692
Epoch 234/1000
1/1 [==============================] - 0s 4ms/step - loss: 277.9307
Epoch 235/1000
1/1 [==============================] - 0s 3ms/step - loss: 276.5970
Epoch 236/1000
1/1 [==============================] - 0s 4ms/step - loss: 275.2683
Epoch 237/1000
1/1 [==============================] - 0s 7ms/step - loss: 273.9449
Epoch 238/1000
1/1 [==============================] - 0s 3ms/step - loss: 272.6262
Epoch 239/1000
1/1 [==============================] - 0s 3ms/step - loss: 271.3127
Epoch 240/1000
1/1 [==============================] - 0s 3ms/step - loss: 270.0041
Epoch 241/1000
1/1 [==============================] - 0s 3ms/step - loss: 268.7006
Epoch 242/1000
1/1 [==============================] - 0s 4ms/step - loss: 267.4019
Epoch 243/1000
1/1 [==============================] - 0s 5ms/step - loss: 266.1082
Epoch 244/1000
1/1 [==============================] - 0s 18ms/step - loss: 264.8194
Epoch 245/1000
1/1 [==============================] - 0s 11ms/step - loss: 263.5356
Epoch 246/1000
1/1 [==============================] - 0s 12ms/step - loss: 262.2567
Epoch 247/1000
1/1 [==============================] - 0s 6ms/step - loss: 260.9826
Epoch 248/1000
1/1 [==============================] - 0s 6ms/step - loss: 259.7135
Epoch 249/1000
1/1 [==============================] - 0s 3ms/step - loss: 258.4492
Epoch 250/1000
1/1 [==============================] - 0s 4ms/step - loss: 257.1897
Epoch 251/1000
1/1 [==============================] - 0s 6ms/step - loss: 255.9353
Epoch 252/1000
1/1 [==============================] - 0s 7ms/step - loss: 254.6854
Epoch 253/1000
1/1 [==============================] - 0s 8ms/step - loss: 253.4406
Epoch 254/1000
1/1 [==============================] - 0s 6ms/step - loss: 252.2004
Epoch 255/1000
1/1 [==============================] - 0s 5ms/step - loss: 250.9650
Epoch 256/1000
1/1 [==============================] - 0s 5ms/step - loss: 249.7347
Epoch 257/1000
1/1 [==============================] - 0s 9ms/step - loss: 248.5090
Epoch 258/1000
1/1 [==============================] - 0s 6ms/step - loss: 247.2882
Epoch 259/1000
1/1 [==============================] - 0s 17ms/step - loss: 246.0721
Epoch 260/1000
1/1 [==============================] - 0s 12ms/step - loss: 244.8607
Epoch 261/1000
1/1 [==============================] - 0s 4ms/step - loss: 243.6540
Epoch 262/1000
1/1 [==============================] - 0s 5ms/step - loss: 242.4521
Epoch 263/1000
1/1 [==============================] - 0s 4ms/step - loss: 241.2548
Epoch 264/1000
1/1 [==============================] - 0s 3ms/step - loss: 240.0622
Epoch 265/1000
1/1 [==============================] - 0s 7ms/step - loss: 238.8743
Epoch 266/1000
1/1 [==============================] - 0s 3ms/step - loss: 237.6909
Epoch 267/1000
1/1 [==============================] - 0s 160ms/step - loss: 236.5124
Epoch 268/1000
1/1 [==============================] - 0s 8ms/step - loss: 235.3385
Epoch 269/1000
1/1 [==============================] - 0s 10ms/step - loss: 234.1693
Epoch 270/1000
1/1 [==============================] - 0s 9ms/step - loss: 233.0047
Epoch 271/1000
1/1 [==============================] - 0s 11ms/step - loss: 231.8447
Epoch 272/1000
1/1 [==============================] - 0s 15ms/step - loss: 230.6891
Epoch 273/1000
1/1 [==============================] - 0s 4ms/step - loss: 229.5382
Epoch 274/1000
1/1 [==============================] - 0s 5ms/step - loss: 228.3918
Epoch 275/1000
1/1 [==============================] - 0s 5ms/step - loss: 227.2500
Epoch 276/1000
1/1 [==============================] - 0s 4ms/step - loss: 226.1129
Epoch 277/1000
1/1 [==============================] - 0s 5ms/step - loss: 224.9802
Epoch 278/1000
1/1 [==============================] - 0s 5ms/step - loss: 223.8521
Epoch 279/1000
1/1 [==============================] - 0s 4ms/step - loss: 222.7285
Epoch 280/1000
1/1 [==============================] - 0s 5ms/step - loss: 221.6092
Epoch 281/1000
1/1 [==============================] - 0s 6ms/step - loss: 220.4945
Epoch 282/1000
1/1 [==============================] - 0s 4ms/step - loss: 219.3843
Epoch 283/1000
1/1 [==============================] - 0s 7ms/step - loss: 218.2783
Epoch 284/1000
1/1 [==============================] - 0s 4ms/step - loss: 217.1771
Epoch 285/1000
1/1 [==============================] - 0s 4ms/step - loss: 216.0802
Epoch 286/1000
1/1 [==============================] - 0s 4ms/step - loss: 214.9878
Epoch 287/1000
1/1 [==============================] - 0s 4ms/step - loss: 213.8998
Epoch 288/1000
1/1 [==============================] - 0s 4ms/step - loss: 212.8161
Epoch 289/1000
1/1 [==============================] - 0s 6ms/step - loss: 211.7369
Epoch 290/1000
1/1 [==============================] - 0s 5ms/step - loss: 210.6618
Epoch 291/1000
1/1 [==============================] - 0s 4ms/step - loss: 209.5914
Epoch 292/1000
1/1 [==============================] - 0s 11ms/step - loss: 208.5253
Epoch 293/1000
1/1 [==============================] - 0s 5ms/step - loss: 207.4634
Epoch 294/1000
1/1 [==============================] - 0s 8ms/step - loss: 206.4059
Epoch 295/1000
1/1 [==============================] - 0s 5ms/step - loss: 205.3527
Epoch 296/1000
1/1 [==============================] - 0s 5ms/step - loss: 204.3036
Epoch 297/1000
1/1 [==============================] - 0s 4ms/step - loss: 203.2591
Epoch 298/1000
1/1 [==============================] - 0s 5ms/step - loss: 202.2189
Epoch 299/1000
1/1 [==============================] - 0s 5ms/step - loss: 201.1828
Epoch 300/1000
1/1 [==============================] - 0s 11ms/step - loss: 200.1509
Epoch 301/1000
1/1 [==============================] - 0s 13ms/step - loss: 199.1233
Epoch 302/1000
1/1 [==============================] - 0s 10ms/step - loss: 198.0999
Epoch 303/1000
1/1 [==============================] - 0s 12ms/step - loss: 197.0808
Epoch 304/1000
1/1 [==============================] - 0s 10ms/step - loss: 196.0660
Epoch 305/1000
1/1 [==============================] - 0s 5ms/step - loss: 195.0552
Epoch 306/1000
1/1 [==============================] - 0s 3ms/step - loss: 194.0487
Epoch 307/1000
1/1 [==============================] - 0s 5ms/step - loss: 193.0462
Epoch 308/1000
1/1 [==============================] - 0s 4ms/step - loss: 192.0479
Epoch 309/1000
1/1 [==============================] - 0s 6ms/step - loss: 191.0540
Epoch 310/1000
1/1 [==============================] - 0s 3ms/step - loss: 190.0640
Epoch 311/1000
1/1 [==============================] - 0s 11ms/step - loss: 189.0781
Epoch 312/1000
1/1 [==============================] - 0s 12ms/step - loss: 188.0964
Epoch 313/1000
1/1 [==============================] - 0s 15ms/step - loss: 187.1187
Epoch 314/1000
1/1 [==============================] - 0s 14ms/step - loss: 186.1451
Epoch 315/1000
1/1 [==============================] - 0s 16ms/step - loss: 185.1758
Epoch 316/1000
1/1 [==============================] - 0s 17ms/step - loss: 184.2103
Epoch 317/1000
1/1 [==============================] - 0s 3ms/step - loss: 183.2489
Epoch 318/1000
1/1 [==============================] - 0s 11ms/step - loss: 182.2915
Epoch 319/1000
1/1 [==============================] - 0s 13ms/step - loss: 181.3382
Epoch 320/1000
1/1 [==============================] - 0s 10ms/step - loss: 180.3890
Epoch 321/1000
1/1 [==============================] - 0s 15ms/step - loss: 179.4437
Epoch 322/1000
1/1 [==============================] - 0s 3ms/step - loss: 178.5024
Epoch 323/1000
1/1 [==============================] - 0s 4ms/step - loss: 177.5652
Epoch 324/1000
1/1 [==============================] - 0s 6ms/step - loss: 176.6317
Epoch 325/1000
1/1 [==============================] - 0s 8ms/step - loss: 175.7023
Epoch 326/1000
1/1 [==============================] - 0s 4ms/step - loss: 174.7769
Epoch 327/1000
1/1 [==============================] - 0s 4ms/step - loss: 173.8554
Epoch 328/1000
1/1 [==============================] - 0s 4ms/step - loss: 172.9377
Epoch 329/1000
1/1 [==============================] - 0s 131ms/step - loss: 172.0241
Epoch 330/1000
1/1 [==============================] - 0s 4ms/step - loss: 171.1143
Epoch 331/1000
1/1 [==============================] - 0s 4ms/step - loss: 170.2085
Epoch 332/1000
1/1 [==============================] - 0s 4ms/step - loss: 169.3065
Epoch 333/1000
1/1 [==============================] - 0s 4ms/step - loss: 168.4082
Epoch 334/1000
1/1 [==============================] - 0s 5ms/step - loss: 167.5139
Epoch 335/1000
1/1 [==============================] - 0s 4ms/step - loss: 166.6235
Epoch 336/1000
1/1 [==============================] - 0s 4ms/step - loss: 165.7368
Epoch 337/1000
1/1 [==============================] - 0s 3ms/step - loss: 164.8541
Epoch 338/1000
1/1 [==============================] - 0s 4ms/step - loss: 163.9750
Epoch 339/1000
1/1 [==============================] - 0s 10ms/step - loss: 163.0997
Epoch 340/1000
1/1 [==============================] - 0s 5ms/step - loss: 162.2283
Epoch 341/1000
1/1 [==============================] - 0s 4ms/step - loss: 161.3607
Epoch 342/1000
1/1 [==============================] - 0s 4ms/step - loss: 160.4967
Epoch 343/1000
1/1 [==============================] - 0s 6ms/step - loss: 159.6366
Epoch 344/1000
1/1 [==============================] - 0s 11ms/step - loss: 158.7800
Epoch 345/1000
1/1 [==============================] - 0s 6ms/step - loss: 157.9274
Epoch 346/1000
1/1 [==============================] - 0s 9ms/step - loss: 157.0784
Epoch 347/1000
1/1 [==============================] - 0s 4ms/step - loss: 156.2331
Epoch 348/1000
1/1 [==============================] - 0s 4ms/step - loss: 155.3914
Epoch 349/1000
1/1 [==============================] - 0s 10ms/step - loss: 154.5534
Epoch 350/1000
1/1 [==============================] - 0s 7ms/step - loss: 153.7191
Epoch 351/1000
1/1 [==============================] - 0s 9ms/step - loss: 152.8886
Epoch 352/1000
1/1 [==============================] - 0s 4ms/step - loss: 152.0617
Epoch 353/1000
1/1 [==============================] - 0s 7ms/step - loss: 151.2383
Epoch 354/1000
1/1 [==============================] - 0s 5ms/step - loss: 150.4185
Epoch 355/1000
1/1 [==============================] - 0s 6ms/step - loss: 149.6024
Epoch 356/1000
1/1 [==============================] - 0s 4ms/step - loss: 148.7899
Epoch 357/1000
1/1 [==============================] - 0s 4ms/step - loss: 147.9810
Epoch 358/1000
1/1 [==============================] - 0s 4ms/step - loss: 147.1756
Epoch 359/1000
1/1 [==============================] - 0s 4ms/step - loss: 146.3737
Epoch 360/1000
1/1 [==============================] - 0s 9ms/step - loss: 145.5755
Epoch 361/1000
1/1 [==============================] - 0s 8ms/step - loss: 144.7809
Epoch 362/1000
1/1 [==============================] - 0s 3ms/step - loss: 143.9897
Epoch 363/1000
1/1 [==============================] - 0s 5ms/step - loss: 143.2021
Epoch 364/1000
1/1 [==============================] - 0s 3ms/step - loss: 142.4179
Epoch 365/1000
1/1 [==============================] - 0s 4ms/step - loss: 141.6373
Epoch 366/1000
1/1 [==============================] - 0s 6ms/step - loss: 140.8601
Epoch 367/1000
1/1 [==============================] - 0s 8ms/step - loss: 140.0865
Epoch 368/1000
1/1 [==============================] - 0s 10ms/step - loss: 139.3162
Epoch 369/1000
1/1 [==============================] - 0s 5ms/step - loss: 138.5494
Epoch 370/1000
1/1 [==============================] - 0s 6ms/step - loss: 137.7860
Epoch 371/1000
1/1 [==============================] - 0s 6ms/step - loss: 137.0263
Epoch 372/1000
1/1 [==============================] - 0s 7ms/step - loss: 136.2698
Epoch 373/1000
1/1 [==============================] - 0s 7ms/step - loss: 135.5167
Epoch 374/1000
1/1 [==============================] - 0s 5ms/step - loss: 134.7670
Epoch 375/1000
1/1 [==============================] - 0s 4ms/step - loss: 134.0208
Epoch 376/1000
1/1 [==============================] - 0s 4ms/step - loss: 133.2778
Epoch 377/1000
1/1 [==============================] - 0s 13ms/step - loss: 132.5383
Epoch 378/1000
1/1 [==============================] - 0s 7ms/step - loss: 131.8021
Epoch 379/1000
1/1 [==============================] - 0s 10ms/step - loss: 131.0692
Epoch 380/1000
1/1 [==============================] - 0s 7ms/step - loss: 130.3398
Epoch 381/1000
1/1 [==============================] - 0s 8ms/step - loss: 129.6137
Epoch 382/1000
1/1 [==============================] - 0s 15ms/step - loss: 128.8907
Epoch 383/1000
1/1 [==============================] - 0s 12ms/step - loss: 128.1712
Epoch 384/1000
1/1 [==============================] - 0s 7ms/step - loss: 127.4548
Epoch 385/1000
1/1 [==============================] - 0s 9ms/step - loss: 126.7419
Epoch 386/1000
1/1 [==============================] - 0s 4ms/step - loss: 126.0322
Epoch 387/1000
1/1 [==============================] - 0s 5ms/step - loss: 125.3257
Epoch 388/1000
1/1 [==============================] - 0s 3ms/step - loss: 124.6224
Epoch 389/1000
1/1 [==============================] - 0s 8ms/step - loss: 123.9224
Epoch 390/1000
1/1 [==============================] - 0s 5ms/step - loss: 123.2255
Epoch 391/1000
1/1 [==============================] - 0s 211ms/step - loss: 122.5320
Epoch 392/1000
1/1 [==============================] - 0s 4ms/step - loss: 121.8417
Epoch 393/1000
1/1 [==============================] - 0s 3ms/step - loss: 121.1545
Epoch 394/1000
1/1 [==============================] - 0s 4ms/step - loss: 120.4705
Epoch 395/1000
1/1 [==============================] - 0s 7ms/step - loss: 119.7896
Epoch 396/1000
1/1 [==============================] - 0s 21ms/step - loss: 119.1120
Epoch 397/1000
1/1 [==============================] - 0s 6ms/step - loss: 118.4375
Epoch 398/1000
1/1 [==============================] - 0s 9ms/step - loss: 117.7662
Epoch 399/1000
1/1 [==============================] - 0s 6ms/step - loss: 117.0979
Epoch 400/1000
1/1 [==============================] - 0s 5ms/step - loss: 116.4328
Epoch 401/1000
1/1 [==============================] - 0s 6ms/step - loss: 115.7706
Epoch 402/1000
1/1 [==============================] - 0s 8ms/step - loss: 115.1117
Epoch 403/1000
1/1 [==============================] - 0s 5ms/step - loss: 114.4560
Epoch 404/1000
1/1 [==============================] - 0s 5ms/step - loss: 113.8033
Epoch 405/1000
1/1 [==============================] - 0s 4ms/step - loss: 113.1535
Epoch 406/1000
1/1 [==============================] - 0s 13ms/step - loss: 112.5068
Epoch 407/1000
1/1 [==============================] - 0s 8ms/step - loss: 111.8632
Epoch 408/1000
1/1 [==============================] - 0s 4ms/step - loss: 111.2226
Epoch 409/1000
1/1 [==============================] - 0s 4ms/step - loss: 110.5852
Epoch 410/1000
1/1 [==============================] - 0s 6ms/step - loss: 109.9506
Epoch 411/1000
1/1 [==============================] - 0s 4ms/step - loss: 109.3190
Epoch 412/1000
1/1 [==============================] - 0s 4ms/step - loss: 108.6905
Epoch 413/1000
1/1 [==============================] - 0s 11ms/step - loss: 108.0649
Epoch 414/1000
1/1 [==============================] - 0s 10ms/step - loss: 107.4424
Epoch 415/1000
1/1 [==============================] - 0s 11ms/step - loss: 106.8227
Epoch 416/1000
1/1 [==============================] - 0s 9ms/step - loss: 106.2060
Epoch 417/1000
1/1 [==============================] - 0s 9ms/step - loss: 105.5924
Epoch 418/1000
1/1 [==============================] - 0s 14ms/step - loss: 104.9816
Epoch 419/1000
1/1 [==============================] - 0s 9ms/step - loss: 104.3736
Epoch 420/1000
1/1 [==============================] - 0s 6ms/step - loss: 103.7686
Epoch 421/1000
1/1 [==============================] - 0s 4ms/step - loss: 103.1665
Epoch 422/1000
1/1 [==============================] - 0s 4ms/step - loss: 102.5673
Epoch 423/1000
1/1 [==============================] - 0s 7ms/step - loss: 101.9710
Epoch 424/1000
1/1 [==============================] - 0s 4ms/step - loss: 101.3775
Epoch 425/1000
1/1 [==============================] - 0s 7ms/step - loss: 100.7870
Epoch 426/1000
1/1 [==============================] - 0s 11ms/step - loss: 100.1992
Epoch 427/1000
1/1 [==============================] - 0s 4ms/step - loss: 99.6143
Epoch 428/1000
1/1 [==============================] - 0s 5ms/step - loss: 99.0321
Epoch 429/1000
1/1 [==============================] - 0s 4ms/step - loss: 98.4528
Epoch 430/1000
1/1 [==============================] - 0s 7ms/step - loss: 97.8764
Epoch 431/1000
1/1 [==============================] - 0s 6ms/step - loss: 97.3027
Epoch 432/1000
1/1 [==============================] - 0s 13ms/step - loss: 96.7319
Epoch 433/1000
1/1 [==============================] - 0s 3ms/step - loss: 96.1638
Epoch 434/1000
1/1 [==============================] - 0s 5ms/step - loss: 95.5985
Epoch 435/1000
1/1 [==============================] - 0s 7ms/step - loss: 95.0359
Epoch 436/1000
1/1 [==============================] - 0s 5ms/step - loss: 94.4761
Epoch 437/1000
1/1 [==============================] - 0s 7ms/step - loss: 93.9189
Epoch 438/1000
1/1 [==============================] - 0s 7ms/step - loss: 93.3645
Epoch 439/1000
1/1 [==============================] - 0s 11ms/step - loss: 92.8129
Epoch 440/1000
1/1 [==============================] - 0s 14ms/step - loss: 92.2640
Epoch 441/1000
1/1 [==============================] - 0s 8ms/step - loss: 91.7178
Epoch 442/1000
1/1 [==============================] - 0s 5ms/step - loss: 91.1743
Epoch 443/1000
1/1 [==============================] - 0s 9ms/step - loss: 90.6334
Epoch 444/1000
1/1 [==============================] - 0s 13ms/step - loss: 90.0952
Epoch 445/1000
1/1 [==============================] - 0s 5ms/step - loss: 89.5596
Epoch 446/1000
1/1 [==============================] - 0s 4ms/step - loss: 89.0268
Epoch 447/1000
1/1 [==============================] - 0s 3ms/step - loss: 88.4965
Epoch 448/1000
1/1 [==============================] - 0s 6ms/step - loss: 87.9688
Epoch 449/1000
1/1 [==============================] - 0s 6ms/step - loss: 87.4438
Epoch 450/1000
1/1 [==============================] - 0s 5ms/step - loss: 86.9213
Epoch 451/1000
1/1 [==============================] - 0s 12ms/step - loss: 86.4015
Epoch 452/1000
1/1 [==============================] - 0s 6ms/step - loss: 85.8843
Epoch 453/1000
1/1 [==============================] - 0s 105ms/step - loss: 85.3696
Epoch 454/1000
1/1 [==============================] - 0s 13ms/step - loss: 84.8576
Epoch 455/1000
1/1 [==============================] - 0s 7ms/step - loss: 84.3481
Epoch 456/1000
1/1 [==============================] - 0s 9ms/step - loss: 83.8412
Epoch 457/1000
1/1 [==============================] - 0s 4ms/step - loss: 83.3368
Epoch 458/1000
1/1 [==============================] - 0s 7ms/step - loss: 82.8350
Epoch 459/1000
1/1 [==============================] - 0s 4ms/step - loss: 82.3357
Epoch 460/1000
1/1 [==============================] - 0s 5ms/step - loss: 81.8389
Epoch 461/1000
1/1 [==============================] - 0s 15ms/step - loss: 81.3445
Epoch 462/1000
1/1 [==============================] - 0s 9ms/step - loss: 80.8527
Epoch 463/1000
1/1 [==============================] - 0s 13ms/step - loss: 80.3634
Epoch 464/1000
1/1 [==============================] - 0s 13ms/step - loss: 79.8765
Epoch 465/1000
1/1 [==============================] - 0s 5ms/step - loss: 79.3922
Epoch 466/1000
1/1 [==============================] - 0s 4ms/step - loss: 78.9102
Epoch 467/1000
1/1 [==============================] - 0s 5ms/step - loss: 78.4308
Epoch 468/1000
1/1 [==============================] - 0s 4ms/step - loss: 77.9537
Epoch 469/1000
1/1 [==============================] - 0s 6ms/step - loss: 77.4791
Epoch 470/1000
1/1 [==============================] - 0s 3ms/step - loss: 77.0069
Epoch 471/1000
1/1 [==============================] - 0s 4ms/step - loss: 76.5370
Epoch 472/1000
1/1 [==============================] - 0s 5ms/step - loss: 76.0696
Epoch 473/1000
1/1 [==============================] - 0s 4ms/step - loss: 75.6047
Epoch 474/1000
1/1 [==============================] - 0s 4ms/step - loss: 75.1421
Epoch 475/1000
1/1 [==============================] - 0s 9ms/step - loss: 74.6818
Epoch 476/1000
1/1 [==============================] - 0s 4ms/step - loss: 74.2240
Epoch 477/1000
1/1 [==============================] - 0s 7ms/step - loss: 73.7686
Epoch 478/1000
1/1 [==============================] - 0s 7ms/step - loss: 73.3153
Epoch 479/1000
1/1 [==============================] - 0s 10ms/step - loss: 72.8645
Epoch 480/1000
1/1 [==============================] - 0s 3ms/step - loss: 72.4160
Epoch 481/1000
1/1 [==============================] - 0s 6ms/step - loss: 71.9696
Epoch 482/1000
1/1 [==============================] - 0s 6ms/step - loss: 71.5257
Epoch 483/1000
1/1 [==============================] - 0s 10ms/step - loss: 71.0841
Epoch 484/1000
1/1 [==============================] - 0s 5ms/step - loss: 70.6447
Epoch 485/1000
1/1 [==============================] - 0s 3ms/step - loss: 70.2077
Epoch 486/1000
1/1 [==============================] - 0s 3ms/step - loss: 69.7730
Epoch 487/1000
1/1 [==============================] - 0s 3ms/step - loss: 69.3404
Epoch 488/1000
1/1 [==============================] - 0s 10ms/step - loss: 68.9102
Epoch 489/1000
1/1 [==============================] - 0s 8ms/step - loss: 68.4822
Epoch 490/1000
1/1 [==============================] - 0s 12ms/step - loss: 68.0565
Epoch 491/1000
1/1 [==============================] - 0s 5ms/step - loss: 67.6329
Epoch 492/1000
1/1 [==============================] - 0s 5ms/step - loss: 67.2117
Epoch 493/1000
1/1 [==============================] - 0s 10ms/step - loss: 66.7926
Epoch 494/1000
1/1 [==============================] - 0s 14ms/step - loss: 66.3757
Epoch 495/1000
1/1 [==============================] - 0s 5ms/step - loss: 65.9609
Epoch 496/1000
1/1 [==============================] - 0s 11ms/step - loss: 65.5484
Epoch 497/1000
1/1 [==============================] - 0s 3ms/step - loss: 65.1380
Epoch 498/1000
1/1 [==============================] - 0s 5ms/step - loss: 64.7299
Epoch 499/1000
1/1 [==============================] - 0s 5ms/step - loss: 64.3239
Epoch 500/1000
1/1 [==============================] - 0s 5ms/step - loss: 63.9201
Epoch 501/1000
1/1 [==============================] - 0s 4ms/step - loss: 63.5183
Epoch 502/1000
1/1 [==============================] - 0s 6ms/step - loss: 63.1186
Epoch 503/1000
1/1 [==============================] - 0s 5ms/step - loss: 62.7212
Epoch 504/1000
1/1 [==============================] - 0s 3ms/step - loss: 62.3257
Epoch 505/1000
1/1 [==============================] - 0s 5ms/step - loss: 61.9326
Epoch 506/1000
1/1 [==============================] - 0s 4ms/step - loss: 61.5415
Epoch 507/1000
1/1 [==============================] - 0s 5ms/step - loss: 61.1523
Epoch 508/1000
1/1 [==============================] - 0s 3ms/step - loss: 60.7653
Epoch 509/1000
1/1 [==============================] - 0s 5ms/step - loss: 60.3803
Epoch 510/1000
1/1 [==============================] - 0s 3ms/step - loss: 59.9975
Epoch 511/1000
1/1 [==============================] - 0s 5ms/step - loss: 59.6168
Epoch 512/1000
1/1 [==============================] - 0s 4ms/step - loss: 59.2379
Epoch 513/1000
1/1 [==============================] - 0s 13ms/step - loss: 58.8612
Epoch 514/1000
1/1 [==============================] - 0s 4ms/step - loss: 58.4865
Epoch 515/1000
1/1 [==============================] - 0s 150ms/step - loss: 58.1138
Epoch 516/1000
1/1 [==============================] - 0s 6ms/step - loss: 57.7432
Epoch 517/1000
1/1 [==============================] - 0s 5ms/step - loss: 57.3745
Epoch 518/1000
1/1 [==============================] - 0s 5ms/step - loss: 57.0079
Epoch 519/1000
1/1 [==============================] - 0s 6ms/step - loss: 56.6432
Epoch 520/1000
1/1 [==============================] - 0s 8ms/step - loss: 56.2805
Epoch 521/1000
1/1 [==============================] - 0s 5ms/step - loss: 55.9198
Epoch 522/1000
1/1 [==============================] - 0s 5ms/step - loss: 55.5609
Epoch 523/1000
1/1 [==============================] - 0s 3ms/step - loss: 55.2042
Epoch 524/1000
1/1 [==============================] - 0s 5ms/step - loss: 54.8493
Epoch 525/1000
1/1 [==============================] - 0s 4ms/step - loss: 54.4963
Epoch 526/1000
1/1 [==============================] - 0s 6ms/step - loss: 54.1453
Epoch 527/1000
1/1 [==============================] - 0s 6ms/step - loss: 53.7963
Epoch 528/1000
1/1 [==============================] - 0s 5ms/step - loss: 53.4492
Epoch 529/1000
1/1 [==============================] - 0s 15ms/step - loss: 53.1039
Epoch 530/1000
1/1 [==============================] - 0s 5ms/step - loss: 52.7605
Epoch 531/1000
1/1 [==============================] - 0s 6ms/step - loss: 52.4191
Epoch 532/1000
1/1 [==============================] - 0s 5ms/step - loss: 52.0794
Epoch 533/1000
1/1 [==============================] - 0s 4ms/step - loss: 51.7417
Epoch 534/1000
1/1 [==============================] - 0s 3ms/step - loss: 51.4059
Epoch 535/1000
1/1 [==============================] - 0s 4ms/step - loss: 51.0719
Epoch 536/1000
1/1 [==============================] - 0s 5ms/step - loss: 50.7397
Epoch 537/1000
1/1 [==============================] - 0s 6ms/step - loss: 50.4094
Epoch 538/1000
1/1 [==============================] - 0s 3ms/step - loss: 50.0809
Epoch 539/1000
1/1 [==============================] - 0s 7ms/step - loss: 49.7543
Epoch 540/1000
1/1 [==============================] - 0s 3ms/step - loss: 49.4295
Epoch 541/1000
1/1 [==============================] - 0s 3ms/step - loss: 49.1064
Epoch 542/1000
1/1 [==============================] - 0s 3ms/step - loss: 48.7852
Epoch 543/1000
1/1 [==============================] - 0s 3ms/step - loss: 48.4657
Epoch 544/1000
1/1 [==============================] - 0s 4ms/step - loss: 48.1481
Epoch 545/1000
1/1 [==============================] - 0s 4ms/step - loss: 47.8322
Epoch 546/1000
1/1 [==============================] - 0s 3ms/step - loss: 47.5182
Epoch 547/1000
1/1 [==============================] - 0s 4ms/step - loss: 47.2058
Epoch 548/1000
1/1 [==============================] - 0s 12ms/step - loss: 46.8951
Epoch 549/1000
1/1 [==============================] - 0s 8ms/step - loss: 46.5863
Epoch 550/1000
1/1 [==============================] - 0s 6ms/step - loss: 46.2793
Epoch 551/1000
1/1 [==============================] - 0s 8ms/step - loss: 45.9739
Epoch 552/1000
1/1 [==============================] - 0s 3ms/step - loss: 45.6702
Epoch 553/1000
1/1 [==============================] - 0s 4ms/step - loss: 45.3683
Epoch 554/1000
1/1 [==============================] - 0s 3ms/step - loss: 45.0681
Epoch 555/1000
1/1 [==============================] - 0s 4ms/step - loss: 44.7696
Epoch 556/1000
1/1 [==============================] - 0s 3ms/step - loss: 44.4727
Epoch 557/1000
1/1 [==============================] - 0s 5ms/step - loss: 44.1775
Epoch 558/1000
1/1 [==============================] - 0s 3ms/step - loss: 43.8841
Epoch 559/1000
1/1 [==============================] - 0s 3ms/step - loss: 43.5924
Epoch 560/1000
1/1 [==============================] - 0s 4ms/step - loss: 43.3022
Epoch 561/1000
1/1 [==============================] - 0s 3ms/step - loss: 43.0138
Epoch 562/1000
1/1 [==============================] - 0s 4ms/step - loss: 42.7269
Epoch 563/1000
1/1 [==============================] - 0s 5ms/step - loss: 42.4417
Epoch 564/1000
1/1 [==============================] - 0s 4ms/step - loss: 42.1582
Epoch 565/1000
1/1 [==============================] - 0s 3ms/step - loss: 41.8762
Epoch 566/1000
1/1 [==============================] - 0s 4ms/step - loss: 41.5960
Epoch 567/1000
1/1 [==============================] - 0s 4ms/step - loss: 41.3172
Epoch 568/1000
1/1 [==============================] - 0s 3ms/step - loss: 41.0401
Epoch 569/1000
1/1 [==============================] - 0s 4ms/step - loss: 40.7646
Epoch 570/1000
1/1 [==============================] - 0s 3ms/step - loss: 40.4908
Epoch 571/1000
1/1 [==============================] - 0s 4ms/step - loss: 40.2184
Epoch 572/1000
1/1 [==============================] - 0s 4ms/step - loss: 39.9477
Epoch 573/1000
1/1 [==============================] - 0s 3ms/step - loss: 39.6786
Epoch 574/1000
1/1 [==============================] - 0s 3ms/step - loss: 39.4109
Epoch 575/1000
1/1 [==============================] - 0s 3ms/step - loss: 39.1448
Epoch 576/1000
1/1 [==============================] - 0s 19ms/step - loss: 38.8803
Epoch 577/1000
1/1 [==============================] - 0s 4ms/step - loss: 38.6174
Epoch 578/1000
1/1 [==============================] - 0s 11ms/step - loss: 38.3559
Epoch 579/1000
1/1 [==============================] - 0s 7ms/step - loss: 38.0960
Epoch 580/1000
1/1 [==============================] - 0s 6ms/step - loss: 37.8376
Epoch 581/1000
1/1 [==============================] - 0s 11ms/step - loss: 37.5807
Epoch 582/1000
1/1 [==============================] - 0s 17ms/step - loss: 37.3253
Epoch 583/1000
1/1 [==============================] - 0s 8ms/step - loss: 37.0714
Epoch 584/1000
1/1 [==============================] - 0s 18ms/step - loss: 36.8190
Epoch 585/1000
1/1 [==============================] - 0s 7ms/step - loss: 36.5681
Epoch 586/1000
1/1 [==============================] - 0s 8ms/step - loss: 36.3186
Epoch 587/1000
1/1 [==============================] - 0s 9ms/step - loss: 36.0707
Epoch 588/1000
1/1 [==============================] - 0s 9ms/step - loss: 35.8242
Epoch 589/1000
1/1 [==============================] - 0s 4ms/step - loss: 35.5792
Epoch 590/1000
1/1 [==============================] - 0s 7ms/step - loss: 35.3355
Epoch 591/1000
1/1 [==============================] - 0s 6ms/step - loss: 35.0933
Epoch 592/1000
1/1 [==============================] - 0s 11ms/step - loss: 34.8526
Epoch 593/1000
1/1 [==============================] - 0s 5ms/step - loss: 34.6133
Epoch 594/1000
1/1 [==============================] - 0s 5ms/step - loss: 34.3755
Epoch 595/1000
1/1 [==============================] - 0s 10ms/step - loss: 34.1390
Epoch 596/1000
1/1 [==============================] - 0s 8ms/step - loss: 33.9039
Epoch 597/1000
1/1 [==============================] - 0s 9ms/step - loss: 33.6703
Epoch 598/1000
1/1 [==============================] - 0s 9ms/step - loss: 33.4381
Epoch 599/1000
1/1 [==============================] - 0s 8ms/step - loss: 33.2072
Epoch 600/1000
1/1 [==============================] - 0s 9ms/step - loss: 32.9777
Epoch 601/1000
1/1 [==============================] - 0s 11ms/step - loss: 32.7495
Epoch 602/1000
1/1 [==============================] - 0s 13ms/step - loss: 32.5228
Epoch 603/1000
1/1 [==============================] - 0s 13ms/step - loss: 32.2974
Epoch 604/1000
1/1 [==============================] - 0s 4ms/step - loss: 32.0733
Epoch 605/1000
1/1 [==============================] - 0s 3ms/step - loss: 31.8506
Epoch 606/1000
1/1 [==============================] - 0s 4ms/step - loss: 31.6293
Epoch 607/1000
1/1 [==============================] - 0s 5ms/step - loss: 31.4092
Epoch 608/1000
1/1 [==============================] - 0s 4ms/step - loss: 31.1906
Epoch 609/1000
1/1 [==============================] - 0s 3ms/step - loss: 30.9733
Epoch 610/1000
1/1 [==============================] - 0s 5ms/step - loss: 30.7572
Epoch 611/1000
1/1 [==============================] - 0s 3ms/step - loss: 30.5425
Epoch 612/1000
1/1 [==============================] - 0s 3ms/step - loss: 30.3291
Epoch 613/1000
1/1 [==============================] - 0s 3ms/step - loss: 30.1169
Epoch 614/1000
1/1 [==============================] - 0s 5ms/step - loss: 29.9061
Epoch 615/1000
1/1 [==============================] - 0s 3ms/step - loss: 29.6965
Epoch 616/1000
1/1 [==============================] - 0s 5ms/step - loss: 29.4882
Epoch 617/1000
1/1 [==============================] - 0s 3ms/step - loss: 29.2811
Epoch 618/1000
1/1 [==============================] - 0s 4ms/step - loss: 29.0753
Epoch 619/1000
1/1 [==============================] - 0s 3ms/step - loss: 28.8710
Epoch 620/1000
1/1 [==============================] - 0s 7ms/step - loss: 28.6677
Epoch 621/1000
1/1 [==============================] - 0s 4ms/step - loss: 28.4657
Epoch 622/1000
1/1 [==============================] - 0s 5ms/step - loss: 28.2651
Epoch 623/1000
1/1 [==============================] - 0s 3ms/step - loss: 28.0656
Epoch 624/1000
1/1 [==============================] - 0s 3ms/step - loss: 27.8673
Epoch 625/1000
1/1 [==============================] - 0s 15ms/step - loss: 27.6703
Epoch 626/1000
1/1 [==============================] - 0s 10ms/step - loss: 27.4745
Epoch 627/1000
1/1 [==============================] - 0s 4ms/step - loss: 27.2799
Epoch 628/1000
1/1 [==============================] - 0s 4ms/step - loss: 27.0864
Epoch 629/1000
1/1 [==============================] - 0s 3ms/step - loss: 26.8942
Epoch 630/1000
1/1 [==============================] - 0s 6ms/step - loss: 26.7031
Epoch 631/1000
1/1 [==============================] - 0s 4ms/step - loss: 26.5132
Epoch 632/1000
1/1 [==============================] - 0s 4ms/step - loss: 26.3245
Epoch 633/1000
1/1 [==============================] - 0s 3ms/step - loss: 26.1370
Epoch 634/1000
1/1 [==============================] - 0s 3ms/step - loss: 25.9506
Epoch 635/1000
1/1 [==============================] - 0s 5ms/step - loss: 25.7655
Epoch 636/1000
1/1 [==============================] - 0s 6ms/step - loss: 25.5815
Epoch 637/1000
1/1 [==============================] - 0s 3ms/step - loss: 25.3986
Epoch 638/1000
1/1 [==============================] - 0s 4ms/step - loss: 25.2170
Epoch 639/1000
1/1 [==============================] - 0s 4ms/step - loss: 25.0363
Epoch 640/1000
1/1 [==============================] - 0s 146ms/step - loss: 24.8569
Epoch 641/1000
1/1 [==============================] - 0s 18ms/step - loss: 24.6786
Epoch 642/1000
1/1 [==============================] - 0s 10ms/step - loss: 24.5014
Epoch 643/1000
1/1 [==============================] - 0s 6ms/step - loss: 24.3253
Epoch 644/1000
1/1 [==============================] - 0s 5ms/step - loss: 24.1503
Epoch 645/1000
1/1 [==============================] - 0s 6ms/step - loss: 23.9764
Epoch 646/1000
1/1 [==============================] - 0s 4ms/step - loss: 23.8037
Epoch 647/1000
1/1 [==============================] - 0s 10ms/step - loss: 23.6320
Epoch 648/1000
1/1 [==============================] - 0s 17ms/step - loss: 23.4614
Epoch 649/1000
1/1 [==============================] - 0s 6ms/step - loss: 23.2919
Epoch 650/1000
1/1 [==============================] - 0s 4ms/step - loss: 23.1235
Epoch 651/1000
1/1 [==============================] - 0s 4ms/step - loss: 22.9561
Epoch 652/1000
1/1 [==============================] - 0s 6ms/step - loss: 22.7898
Epoch 653/1000
1/1 [==============================] - 0s 5ms/step - loss: 22.6245
Epoch 654/1000
1/1 [==============================] - 0s 6ms/step - loss: 22.4603
Epoch 655/1000
1/1 [==============================] - 0s 5ms/step - loss: 22.2972
Epoch 656/1000
1/1 [==============================] - 0s 5ms/step - loss: 22.1352
Epoch 657/1000
1/1 [==============================] - 0s 5ms/step - loss: 21.9740
Epoch 658/1000
1/1 [==============================] - 0s 8ms/step - loss: 21.8140
Epoch 659/1000
1/1 [==============================] - 0s 3ms/step - loss: 21.6551
Epoch 660/1000
1/1 [==============================] - 0s 3ms/step - loss: 21.4971
Epoch 661/1000
1/1 [==============================] - 0s 3ms/step - loss: 21.3401
Epoch 662/1000
1/1 [==============================] - 0s 6ms/step - loss: 21.1842
Epoch 663/1000
1/1 [==============================] - 0s 4ms/step - loss: 21.0292
Epoch 664/1000
1/1 [==============================] - 0s 5ms/step - loss: 20.8753
Epoch 665/1000
1/1 [==============================] - 0s 12ms/step - loss: 20.7223
Epoch 666/1000
1/1 [==============================] - 0s 13ms/step - loss: 20.5703
Epoch 667/1000
1/1 [==============================] - 0s 5ms/step - loss: 20.4194
Epoch 668/1000
1/1 [==============================] - 0s 4ms/step - loss: 20.2693
Epoch 669/1000
1/1 [==============================] - 0s 6ms/step - loss: 20.1204
Epoch 670/1000
1/1 [==============================] - 0s 7ms/step - loss: 19.9723
Epoch 671/1000
1/1 [==============================] - 0s 6ms/step - loss: 19.8252
Epoch 672/1000
1/1 [==============================] - 0s 13ms/step - loss: 19.6790
Epoch 673/1000
1/1 [==============================] - 0s 5ms/step - loss: 19.5338
Epoch 674/1000
1/1 [==============================] - 0s 5ms/step - loss: 19.3896
Epoch 675/1000
1/1 [==============================] - 0s 4ms/step - loss: 19.2463
Epoch 676/1000
1/1 [==============================] - 0s 4ms/step - loss: 19.1039
Epoch 677/1000
1/1 [==============================] - 0s 3ms/step - loss: 18.9625
Epoch 678/1000
1/1 [==============================] - 0s 3ms/step - loss: 18.8220
Epoch 679/1000
1/1 [==============================] - 0s 3ms/step - loss: 18.6824
Epoch 680/1000
1/1 [==============================] - 0s 5ms/step - loss: 18.5437
Epoch 681/1000
1/1 [==============================] - 0s 6ms/step - loss: 18.4060
Epoch 682/1000
1/1 [==============================] - 0s 5ms/step - loss: 18.2691
Epoch 683/1000
1/1 [==============================] - 0s 6ms/step - loss: 18.1332
Epoch 684/1000
1/1 [==============================] - 0s 13ms/step - loss: 17.9982
Epoch 685/1000
1/1 [==============================] - 0s 3ms/step - loss: 17.8640
Epoch 686/1000
1/1 [==============================] - 0s 3ms/step - loss: 17.7308
Epoch 687/1000
1/1 [==============================] - 0s 7ms/step - loss: 17.5984
Epoch 688/1000
1/1 [==============================] - 0s 19ms/step - loss: 17.4669
Epoch 689/1000
1/1 [==============================] - 0s 3ms/step - loss: 17.3363
Epoch 690/1000
1/1 [==============================] - 0s 4ms/step - loss: 17.2065
Epoch 691/1000
1/1 [==============================] - 0s 3ms/step - loss: 17.0776
Epoch 692/1000
1/1 [==============================] - 0s 4ms/step - loss: 16.9496
Epoch 693/1000
1/1 [==============================] - 0s 3ms/step - loss: 16.8224
Epoch 694/1000
1/1 [==============================] - 0s 5ms/step - loss: 16.6961
Epoch 695/1000
1/1 [==============================] - 0s 7ms/step - loss: 16.5706
Epoch 696/1000
1/1 [==============================] - 0s 6ms/step - loss: 16.4459
Epoch 697/1000
1/1 [==============================] - 0s 13ms/step - loss: 16.3221
Epoch 698/1000
1/1 [==============================] - 0s 4ms/step - loss: 16.1992
Epoch 699/1000
1/1 [==============================] - 0s 5ms/step - loss: 16.0770
Epoch 700/1000
1/1 [==============================] - 0s 4ms/step - loss: 15.9556
Epoch 701/1000
1/1 [==============================] - 0s 7ms/step - loss: 15.8351
Epoch 702/1000
1/1 [==============================] - 0s 147ms/step - loss: 15.7154
Epoch 703/1000
1/1 [==============================] - 0s 3ms/step - loss: 15.5965
Epoch 704/1000
1/1 [==============================] - 0s 3ms/step - loss: 15.4785
Epoch 705/1000
1/1 [==============================] - 0s 3ms/step - loss: 15.3611
Epoch 706/1000
1/1 [==============================] - 0s 3ms/step - loss: 15.2446
Epoch 707/1000
1/1 [==============================] - 0s 3ms/step - loss: 15.1289
Epoch 708/1000
1/1 [==============================] - 0s 2ms/step - loss: 15.0140
Epoch 709/1000
1/1 [==============================] - 0s 3ms/step - loss: 14.8999
Epoch 710/1000
1/1 [==============================] - 0s 8ms/step - loss: 14.7865
Epoch 711/1000
1/1 [==============================] - 0s 5ms/step - loss: 14.6740
Epoch 712/1000
1/1 [==============================] - 0s 3ms/step - loss: 14.5621
Epoch 713/1000
1/1 [==============================] - 0s 4ms/step - loss: 14.4510
Epoch 714/1000
1/1 [==============================] - 0s 3ms/step - loss: 14.3407
Epoch 715/1000
1/1 [==============================] - 0s 4ms/step - loss: 14.2311
Epoch 716/1000
1/1 [==============================] - 0s 5ms/step - loss: 14.1223
Epoch 717/1000
1/1 [==============================] - 0s 5ms/step - loss: 14.0143
Epoch 718/1000
1/1 [==============================] - 0s 7ms/step - loss: 13.9070
Epoch 719/1000
1/1 [==============================] - 0s 10ms/step - loss: 13.8004
Epoch 720/1000
1/1 [==============================] - 0s 7ms/step - loss: 13.6946
Epoch 721/1000
1/1 [==============================] - 0s 14ms/step - loss: 13.5895
Epoch 722/1000
1/1 [==============================] - 0s 4ms/step - loss: 13.4851
Epoch 723/1000
1/1 [==============================] - 0s 17ms/step - loss: 13.3815
Epoch 724/1000
1/1 [==============================] - 0s 16ms/step - loss: 13.2785
Epoch 725/1000
1/1 [==============================] - 0s 4ms/step - loss: 13.1763
Epoch 726/1000
1/1 [==============================] - 0s 4ms/step - loss: 13.0748
Epoch 727/1000
1/1 [==============================] - 0s 5ms/step - loss: 12.9739
Epoch 728/1000
1/1 [==============================] - 0s 11ms/step - loss: 12.8738
Epoch 729/1000
1/1 [==============================] - 0s 18ms/step - loss: 12.7743
Epoch 730/1000
1/1 [==============================] - 0s 11ms/step - loss: 12.6756
Epoch 731/1000
1/1 [==============================] - 0s 9ms/step - loss: 12.5775
Epoch 732/1000
1/1 [==============================] - 0s 13ms/step - loss: 12.4801
Epoch 733/1000
1/1 [==============================] - 0s 9ms/step - loss: 12.3835
Epoch 734/1000
1/1 [==============================] - 0s 3ms/step - loss: 12.2874
Epoch 735/1000
1/1 [==============================] - 0s 3ms/step - loss: 12.1921
Epoch 736/1000
1/1 [==============================] - 0s 4ms/step - loss: 12.0974
Epoch 737/1000
1/1 [==============================] - 0s 4ms/step - loss: 12.0034
Epoch 738/1000
1/1 [==============================] - 0s 4ms/step - loss: 11.9100
Epoch 739/1000
1/1 [==============================] - 0s 3ms/step - loss: 11.8173
Epoch 740/1000
1/1 [==============================] - 0s 3ms/step - loss: 11.7253
Epoch 741/1000
1/1 [==============================] - 0s 5ms/step - loss: 11.6339
Epoch 742/1000
1/1 [==============================] - 0s 4ms/step - loss: 11.5431
Epoch 743/1000
1/1 [==============================] - 0s 5ms/step - loss: 11.4530
Epoch 744/1000
1/1 [==============================] - 0s 6ms/step - loss: 11.3635
Epoch 745/1000
1/1 [==============================] - 0s 24ms/step - loss: 11.2747
Epoch 746/1000
1/1 [==============================] - 0s 5ms/step - loss: 11.1864
Epoch 747/1000
1/1 [==============================] - 0s 4ms/step - loss: 11.0988
Epoch 748/1000
1/1 [==============================] - 0s 8ms/step - loss: 11.0119
Epoch 749/1000
1/1 [==============================] - 0s 9ms/step - loss: 10.9255
Epoch 750/1000
1/1 [==============================] - 0s 20ms/step - loss: 10.8398
Epoch 751/1000
1/1 [==============================] - 0s 5ms/step - loss: 10.7547
Epoch 752/1000
1/1 [==============================] - 0s 5ms/step - loss: 10.6702
Epoch 753/1000
1/1 [==============================] - 0s 6ms/step - loss: 10.5862
Epoch 754/1000
1/1 [==============================] - 0s 6ms/step - loss: 10.5029
Epoch 755/1000
1/1 [==============================] - 0s 12ms/step - loss: 10.4202
Epoch 756/1000
1/1 [==============================] - 0s 4ms/step - loss: 10.3381
Epoch 757/1000
1/1 [==============================] - 0s 3ms/step - loss: 10.2565
Epoch 758/1000
1/1 [==============================] - 0s 5ms/step - loss: 10.1756
Epoch 759/1000
1/1 [==============================] - 0s 4ms/step - loss: 10.0952
Epoch 760/1000
1/1 [==============================] - 0s 4ms/step - loss: 10.0154
Epoch 761/1000
1/1 [==============================] - 0s 13ms/step - loss: 9.9361
Epoch 762/1000
1/1 [==============================] - 0s 7ms/step - loss: 9.8575
Epoch 763/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.7794
Epoch 764/1000
1/1 [==============================] - 0s 38ms/step - loss: 9.7019
Epoch 765/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.6249
Epoch 766/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.5486
Epoch 767/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.4727
Epoch 768/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.3974
Epoch 769/1000
1/1 [==============================] - 0s 3ms/step - loss: 9.3226
Epoch 770/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.2484
Epoch 771/1000
1/1 [==============================] - 0s 4ms/step - loss: 9.1747
Epoch 772/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.1016
Epoch 773/1000
1/1 [==============================] - 0s 6ms/step - loss: 9.0290
Epoch 774/1000
1/1 [==============================] - 0s 4ms/step - loss: 8.9569
Epoch 775/1000
1/1 [==============================] - 0s 4ms/step - loss: 8.8854
Epoch 776/1000
1/1 [==============================] - 0s 7ms/step - loss: 8.8143
Epoch 777/1000
1/1 [==============================] - 0s 5ms/step - loss: 8.7438
Epoch 778/1000
1/1 [==============================] - 0s 12ms/step - loss: 8.6739
Epoch 779/1000
1/1 [==============================] - 0s 3ms/step - loss: 8.6044
Epoch 780/1000
1/1 [==============================] - 0s 8ms/step - loss: 8.5354
Epoch 781/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.4670
Epoch 782/1000
1/1 [==============================] - 0s 4ms/step - loss: 8.3990
Epoch 783/1000
1/1 [==============================] - 0s 3ms/step - loss: 8.3315
Epoch 784/1000
1/1 [==============================] - 0s 10ms/step - loss: 8.2646
Epoch 785/1000
1/1 [==============================] - 0s 11ms/step - loss: 8.1982
Epoch 786/1000
1/1 [==============================] - 0s 5ms/step - loss: 8.1322
Epoch 787/1000
1/1 [==============================] - 0s 6ms/step - loss: 8.0667
Epoch 788/1000
1/1 [==============================] - 0s 3ms/step - loss: 8.0017
Epoch 789/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.9372
Epoch 790/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.8732
Epoch 791/1000
1/1 [==============================] - 0s 12ms/step - loss: 7.8097
Epoch 792/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.7465
Epoch 793/1000
1/1 [==============================] - 0s 3ms/step - loss: 7.6839
Epoch 794/1000
1/1 [==============================] - 0s 11ms/step - loss: 7.6218
Epoch 795/1000
1/1 [==============================] - 0s 5ms/step - loss: 7.5601
Epoch 796/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.4989
Epoch 797/1000
1/1 [==============================] - 0s 9ms/step - loss: 7.4382
Epoch 798/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.3778
Epoch 799/1000
1/1 [==============================] - 0s 3ms/step - loss: 7.3180
Epoch 800/1000
1/1 [==============================] - 0s 4ms/step - loss: 7.2586
Epoch 801/1000
1/1 [==============================] - 0s 17ms/step - loss: 7.1996
Epoch 802/1000
1/1 [==============================] - 0s 8ms/step - loss: 7.1411
Epoch 803/1000
1/1 [==============================] - 0s 7ms/step - loss: 7.0830
Epoch 804/1000
1/1 [==============================] - 0s 10ms/step - loss: 7.0253
Epoch 805/1000
1/1 [==============================] - 0s 10ms/step - loss: 6.9681
Epoch 806/1000
1/1 [==============================] - 0s 15ms/step - loss: 6.9114
Epoch 807/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.8550
Epoch 808/1000
1/1 [==============================] - 0s 11ms/step - loss: 6.7991
Epoch 809/1000
1/1 [==============================] - 0s 9ms/step - loss: 6.7436
Epoch 810/1000
1/1 [==============================] - 0s 5ms/step - loss: 6.6885
Epoch 811/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.6339
Epoch 812/1000
1/1 [==============================] - 0s 6ms/step - loss: 6.5796
Epoch 813/1000
1/1 [==============================] - 0s 18ms/step - loss: 6.5258
Epoch 814/1000
1/1 [==============================] - 0s 5ms/step - loss: 6.4724
Epoch 815/1000
1/1 [==============================] - 0s 30ms/step - loss: 6.4194
Epoch 816/1000
1/1 [==============================] - 0s 4ms/step - loss: 6.3668
Epoch 817/1000
1/1 [==============================] - 0s 4ms/step - loss: 6.3146
Epoch 818/1000
1/1 [==============================] - 0s 3ms/step - loss: 6.2628
Epoch 819/1000
1/1 [==============================] - 0s 3ms/step - loss: 6.2114
Epoch 820/1000
1/1 [==============================] - 0s 3ms/step - loss: 6.1604
Epoch 821/1000
1/1 [==============================] - 0s 3ms/step - loss: 6.1098
Epoch 822/1000
1/1 [==============================] - 0s 3ms/step - loss: 6.0596
Epoch 823/1000
1/1 [==============================] - 0s 4ms/step - loss: 6.0097
Epoch 824/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.9603
Epoch 825/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.9112
Epoch 826/1000
1/1 [==============================] - 0s 102ms/step - loss: 5.8625
Epoch 827/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.8142
Epoch 828/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.7663
Epoch 829/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.7187
Epoch 830/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.6714
Epoch 831/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.6246
Epoch 832/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.5781
Epoch 833/1000
1/1 [==============================] - 0s 3ms/step - loss: 5.5320
Epoch 834/1000
1/1 [==============================] - 0s 28ms/step - loss: 5.4862
Epoch 835/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.4408
Epoch 836/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.3958
Epoch 837/1000
1/1 [==============================] - 0s 7ms/step - loss: 5.3511
Epoch 838/1000
1/1 [==============================] - 0s 9ms/step - loss: 5.3068
Epoch 839/1000
1/1 [==============================] - 0s 12ms/step - loss: 5.2628
Epoch 840/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.2191
Epoch 841/1000
1/1 [==============================] - 0s 13ms/step - loss: 5.1758
Epoch 842/1000
1/1 [==============================] - 0s 15ms/step - loss: 5.1328
Epoch 843/1000
1/1 [==============================] - 0s 8ms/step - loss: 5.0902
Epoch 844/1000
1/1 [==============================] - 0s 4ms/step - loss: 5.0479
Epoch 845/1000
1/1 [==============================] - 0s 6ms/step - loss: 5.0059
Epoch 846/1000
1/1 [==============================] - 0s 5ms/step - loss: 4.9643
Epoch 847/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.9229
Epoch 848/1000
1/1 [==============================] - 0s 3ms/step - loss: 4.8820
Epoch 849/1000
1/1 [==============================] - 0s 3ms/step - loss: 4.8413
Epoch 850/1000
1/1 [==============================] - 0s 3ms/step - loss: 4.8010
Epoch 851/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.7610
Epoch 852/1000
1/1 [==============================] - 0s 13ms/step - loss: 4.7213
Epoch 853/1000
1/1 [==============================] - 0s 3ms/step - loss: 4.6819
Epoch 854/1000
1/1 [==============================] - 0s 8ms/step - loss: 4.6428
Epoch 855/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.6040
Epoch 856/1000
1/1 [==============================] - 0s 3ms/step - loss: 4.5656
Epoch 857/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.5274
Epoch 858/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.4896
Epoch 859/1000
1/1 [==============================] - 0s 4ms/step - loss: 4.4520
Epoch 860/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.4148
Epoch 861/1000
1/1 [==============================] - 0s 11ms/step - loss: 4.3778
Epoch 862/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.3412
Epoch 863/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.3048
Epoch 864/1000
1/1 [==============================] - 0s 16ms/step - loss: 4.2688
Epoch 865/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.2330
Epoch 866/1000
1/1 [==============================] - 0s 7ms/step - loss: 4.1975
Epoch 867/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.1623
Epoch 868/1000
1/1 [==============================] - 0s 14ms/step - loss: 4.1274
Epoch 869/1000
1/1 [==============================] - 0s 6ms/step - loss: 4.0928
Epoch 870/1000
1/1 [==============================] - 0s 3ms/step - loss: 4.0584
Epoch 871/1000
1/1 [==============================] - 0s 9ms/step - loss: 4.0244
Epoch 872/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.9905
Epoch 873/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.9570
Epoch 874/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.9237
Epoch 875/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.8908
Epoch 876/1000
1/1 [==============================] - 0s 3ms/step - loss: 3.8581
Epoch 877/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.8256
Epoch 878/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.7934
Epoch 879/1000
1/1 [==============================] - 0s 3ms/step - loss: 3.7615
Epoch 880/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.7298
Epoch 881/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.6984
Epoch 882/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.6673
Epoch 883/1000
1/1 [==============================] - 0s 3ms/step - loss: 3.6364
Epoch 884/1000
1/1 [==============================] - 0s 3ms/step - loss: 3.6057
Epoch 885/1000
1/1 [==============================] - 0s 3ms/step - loss: 3.5753
Epoch 886/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.5452
Epoch 887/1000
1/1 [==============================] - 0s 3ms/step - loss: 3.5153
Epoch 888/1000
1/1 [==============================] - 0s 109ms/step - loss: 3.4856
Epoch 889/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.4562
Epoch 890/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.4270
Epoch 891/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.3981
Epoch 892/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.3694
Epoch 893/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.3410
Epoch 894/1000
1/1 [==============================] - 0s 12ms/step - loss: 3.3128
Epoch 895/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.2848
Epoch 896/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.2571
Epoch 897/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.2295
Epoch 898/1000
1/1 [==============================] - 0s 5ms/step - loss: 3.2022
Epoch 899/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.1752
Epoch 900/1000
1/1 [==============================] - 0s 7ms/step - loss: 3.1483
Epoch 901/1000
1/1 [==============================] - 0s 10ms/step - loss: 3.1217
Epoch 902/1000
1/1 [==============================] - 0s 6ms/step - loss: 3.0953
Epoch 903/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.0691
Epoch 904/1000
1/1 [==============================] - 0s 3ms/step - loss: 3.0432
Epoch 905/1000
1/1 [==============================] - 0s 4ms/step - loss: 3.0175
Epoch 906/1000
1/1 [==============================] - 0s 3ms/step - loss: 2.9920
Epoch 907/1000
1/1 [==============================] - 0s 5ms/step - loss: 2.9667
Epoch 908/1000
1/1 [==============================] - 0s 3ms/step - loss: 2.9416
Epoch 909/1000
1/1 [==============================] - 0s 3ms/step - loss: 2.9167
Epoch 910/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.8920
Epoch 911/1000
1/1 [==============================] - 0s 4ms/step - loss: 2.8675
Epoch 912/1000
1/1 [==============================] - 0s 3ms/step - loss: 2.8433
Epoch 913/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.8192
Epoch 914/1000
1/1 [==============================] - 0s 3ms/step - loss: 2.7953
Epoch 915/1000
1/1 [==============================] - 0s 4ms/step - loss: 2.7717
Epoch 916/1000
1/1 [==============================] - 0s 3ms/step - loss: 2.7482
Epoch 917/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.7250
Epoch 918/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.7019
Epoch 919/1000
1/1 [==============================] - 0s 4ms/step - loss: 2.6791
Epoch 920/1000
1/1 [==============================] - 0s 4ms/step - loss: 2.6564
Epoch 921/1000
1/1 [==============================] - 0s 5ms/step - loss: 2.6339
Epoch 922/1000
1/1 [==============================] - 0s 5ms/step - loss: 2.6116
Epoch 923/1000
1/1 [==============================] - 0s 4ms/step - loss: 2.5895
Epoch 924/1000
1/1 [==============================] - 0s 4ms/step - loss: 2.5676
Epoch 925/1000
1/1 [==============================] - 0s 5ms/step - loss: 2.5459
Epoch 926/1000
1/1 [==============================] - 0s 5ms/step - loss: 2.5244
Epoch 927/1000
1/1 [==============================] - 0s 4ms/step - loss: 2.5030
Epoch 928/1000
1/1 [==============================] - 0s 3ms/step - loss: 2.4819
Epoch 929/1000
1/1 [==============================] - 0s 4ms/step - loss: 2.4609
Epoch 930/1000
1/1 [==============================] - 0s 5ms/step - loss: 2.4401
Epoch 931/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.4194
Epoch 932/1000
1/1 [==============================] - 0s 4ms/step - loss: 2.3990
Epoch 933/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.3787
Epoch 934/1000
1/1 [==============================] - 0s 5ms/step - loss: 2.3586
Epoch 935/1000
1/1 [==============================] - 0s 11ms/step - loss: 2.3387
Epoch 936/1000
1/1 [==============================] - 0s 6ms/step - loss: 2.3189
Epoch 937/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.2993
Epoch 938/1000
1/1 [==============================] - 0s 9ms/step - loss: 2.2799
Epoch 939/1000
1/1 [==============================] - 0s 3ms/step - loss: 2.2607
Epoch 940/1000
1/1 [==============================] - 0s 4ms/step - loss: 2.2416
Epoch 941/1000
1/1 [==============================] - 0s 4ms/step - loss: 2.2227
Epoch 942/1000
1/1 [==============================] - 0s 3ms/step - loss: 2.2039
Epoch 943/1000
1/1 [==============================] - 0s 7ms/step - loss: 2.1853
Epoch 944/1000
1/1 [==============================] - 0s 4ms/step - loss: 2.1669
Epoch 945/1000
1/1 [==============================] - 0s 12ms/step - loss: 2.1486
Epoch 946/1000
1/1 [==============================] - 0s 3ms/step - loss: 2.1305
Epoch 947/1000
1/1 [==============================] - 0s 3ms/step - loss: 2.1125
Epoch 948/1000
1/1 [==============================] - 0s 3ms/step - loss: 2.0948
Epoch 949/1000
1/1 [==============================] - 0s 11ms/step - loss: 2.0771
Epoch 950/1000
1/1 [==============================] - 0s 4ms/step - loss: 2.0596
Epoch 951/1000
1/1 [==============================] - 0s 4ms/step - loss: 2.0423
Epoch 952/1000
1/1 [==============================] - 0s 3ms/step - loss: 2.0251
Epoch 953/1000
1/1 [==============================] - 0s 3ms/step - loss: 2.0081
Epoch 954/1000
1/1 [==============================] - 0s 3ms/step - loss: 1.9912
Epoch 955/1000
1/1 [==============================] - 0s 3ms/step - loss: 1.9745
Epoch 956/1000
1/1 [==============================] - 0s 3ms/step - loss: 1.9579
Epoch 957/1000
1/1 [==============================] - 0s 3ms/step - loss: 1.9414
Epoch 958/1000
1/1 [==============================] - 0s 5ms/step - loss: 1.9251
Epoch 959/1000
1/1 [==============================] - 0s 3ms/step - loss: 1.9090
Epoch 960/1000
1/1 [==============================] - 0s 4ms/step - loss: 1.8930
Epoch 961/1000
1/1 [==============================] - 0s 3ms/step - loss: 1.8771
Epoch 962/1000
1/1 [==============================] - 0s 5ms/step - loss: 1.8614
Epoch 963/1000
1/1 [==============================] - 0s 3ms/step - loss: 1.8458
Epoch 964/1000
1/1 [==============================] - 0s 3ms/step - loss: 1.8303
Epoch 965/1000
1/1 [==============================] - 0s 4ms/step - loss: 1.8150
Epoch 966/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.7999
Epoch 967/1000
1/1 [==============================] - 0s 5ms/step - loss: 1.7848
Epoch 968/1000
1/1 [==============================] - 0s 4ms/step - loss: 1.7699
Epoch 969/1000
1/1 [==============================] - 0s 3ms/step - loss: 1.7551
Epoch 970/1000
1/1 [==============================] - 0s 4ms/step - loss: 1.7405
Epoch 971/1000
1/1 [==============================] - 0s 3ms/step - loss: 1.7260
Epoch 972/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.7116
Epoch 973/1000
1/1 [==============================] - 0s 5ms/step - loss: 1.6973
Epoch 974/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.6832
Epoch 975/1000
1/1 [==============================] - 0s 5ms/step - loss: 1.6692
Epoch 976/1000
1/1 [==============================] - 0s 3ms/step - loss: 1.6553
Epoch 977/1000
1/1 [==============================] - 0s 4ms/step - loss: 1.6416
Epoch 978/1000
1/1 [==============================] - 0s 5ms/step - loss: 1.6279
Epoch 979/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.6144
Epoch 980/1000
1/1 [==============================] - 0s 3ms/step - loss: 1.6010
Epoch 981/1000
1/1 [==============================] - 0s 3ms/step - loss: 1.5878
Epoch 982/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.5746
Epoch 983/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.5615
Epoch 984/1000
1/1 [==============================] - 0s 11ms/step - loss: 1.5486
Epoch 985/1000
1/1 [==============================] - 0s 5ms/step - loss: 1.5358
Epoch 986/1000
1/1 [==============================] - 0s 5ms/step - loss: 1.5232
Epoch 987/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.5106
Epoch 988/1000
1/1 [==============================] - 0s 13ms/step - loss: 1.4981
Epoch 989/1000
1/1 [==============================] - 0s 5ms/step - loss: 1.4858
Epoch 990/1000
1/1 [==============================] - 0s 4ms/step - loss: 1.4736
Epoch 991/1000
1/1 [==============================] - 0s 7ms/step - loss: 1.4614
Epoch 992/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.4494
Epoch 993/1000
1/1 [==============================] - 0s 4ms/step - loss: 1.4375
Epoch 994/1000
1/1 [==============================] - 0s 5ms/step - loss: 1.4258
Epoch 995/1000
1/1 [==============================] - 0s 12ms/step - loss: 1.4141
Epoch 996/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.4025
Epoch 997/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.3910
Epoch 998/1000
1/1 [==============================] - 0s 5ms/step - loss: 1.3797
Epoch 999/1000
1/1 [==============================] - 0s 10ms/step - loss: 1.3684
Epoch 1000/1000
1/1 [==============================] - 0s 6ms/step - loss: 1.3572

<tensorflow.python.keras.callbacks.History at 0x7f6a17a53210>

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Predicted Fibonacci Number:  [[89.06686]]

Exactly predicted as 89 if we round the number.

Let’s try one more with number 144.

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Predicted Fibonacci Number:  [[232.86636]]
It predicted as 232.86 if we round up it will be 233.

Let’s do the last one where we don’t have Fibonacci number in X or y.

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Predicted Fibonacci Number:  [[376.6659]]

It predicted as 376.66 if we round up it will be 377.

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