From IPRE Wiki
train()
# shapes = 4
tolerance = 0.2
hidden = 5
Epoch # 10 | TSS Error: 12.9263 | Correct: 0.4844 | RMS Error: 0.4494
Epoch # 10, Layer = 'output' | Units: 0.4844 | Patterns: 0.0000
Epoch # 20 | TSS Error: 10.9700 | Correct: 0.6719 | RMS Error: 0.4140
Epoch # 20, Layer = 'output' | Units: 0.6719 | Patterns: 0.1250
Epoch # 30 | TSS Error: 3.7974 | Correct: 0.7031 | RMS Error: 0.2436
Epoch # 30, Layer = 'output' | Units: 0.7031 | Patterns: 0.3125
----------------------------------------------------
Final # 34 | TSS Error: 0.3281 | Correct: 1.0000 | RMS Error: 0.0716
Final # 34, Layer = 'output' | Units: 1.0000 | Patterns: 1.0000
----------------------------------------------------
>>> test()
Variations 0 1 2 3 4 5 6 7 8 9
Shape 0 0 0 0 0 0 0 0 0 0 0
Shape 1 1 1 1 1 1 1 3 X 1 1 3 X
Shape 2 2 2 2 2 0 X 2 2 2 2 0 X
Shape 3 3 3 3 3 3 3 3 3 3 3
# wrong: 4
>>>
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Epoch # 10 | TSS Error: 14.5339 | Correct: 0.4875 | RMS Error: 0.4262
Epoch # 10, Layer = 'output' | Units: 0.4875 | Patterns: 0.0000
Epoch # 20 | TSS Error: 11.4693 | Correct: 0.6125 | RMS Error: 0.3786
Epoch # 20, Layer = 'output' | Units: 0.6125 | Patterns: 0.1000
Epoch # 30 | TSS Error: 7.8712 | Correct: 0.7375 | RMS Error: 0.3137
Epoch # 30, Layer = 'output' | Units: 0.7375 | Patterns: 0.5000
Epoch # 40 | TSS Error: 2.8352 | Correct: 0.8500 | RMS Error: 0.1883
Epoch # 40, Layer = 'output' | Units: 0.8500 | Patterns: 0.6500
Epoch # 50 | TSS Error: 4.8524 | Correct: 0.8500 | RMS Error: 0.2463
Epoch # 50, Layer = 'output' | Units: 0.8500 | Patterns: 0.6500
----------------------------------------------------
Final # 55 | TSS Error: 0.2656 | Correct: 1.0000 | RMS Error: 0.0576
Final # 55, Layer = 'output' | Units: 1.0000 | Patterns: 1.0000
----------------------------------------------------
>>> test()
Variations 0 1 2 3 4 5 6 7 8 9
Shape 0 0 0 0 0 0 0 0 0 0 0
Shape 1 1 1 1 1 1 1 3 X 1 1 3 X
Shape 2 2 2 2 2 2 2 2 2 2 2
Shape 3 3 3 3 3 3 3 3 3 3 3
# wrong: 2
>>>
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Epoch # 10 | TSS Error: 15.3098 | Correct: 0.4625 | RMS Error: 0.4375
Epoch # 10, Layer = 'output' | Units: 0.4625 | Patterns: 0.0000
Epoch # 20 | TSS Error: 13.1961 | Correct: 0.5750 | RMS Error: 0.4061
Epoch # 20, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 30 | TSS Error: 7.3859 | Correct: 0.6250 | RMS Error: 0.3038
Epoch # 30, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 40 | TSS Error: 6.7433 | Correct: 0.7500 | RMS Error: 0.2903
Epoch # 40, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 50 | TSS Error: 6.1331 | Correct: 0.7500 | RMS Error: 0.2769
Epoch # 50, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 60 | TSS Error: 7.3509 | Correct: 0.7500 | RMS Error: 0.3031
Epoch # 60, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 70 | TSS Error: 5.6486 | Correct: 0.7500 | RMS Error: 0.2657
Epoch # 70, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 80 | TSS Error: 7.4405 | Correct: 0.8000 | RMS Error: 0.3050
Epoch # 80, Layer = 'output' | Units: 0.8000 | Patterns: 0.6000
Epoch # 90 | TSS Error: 7.3470 | Correct: 0.7500 | RMS Error: 0.3030
Epoch # 90, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 100 | TSS Error: 5.8236 | Correct: 0.7500 | RMS Error: 0.2698
Epoch # 100, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 110 | TSS Error: 7.6145 | Correct: 0.7125 | RMS Error: 0.3085
Epoch # 110, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 120 | TSS Error: 5.4362 | Correct: 0.7500 | RMS Error: 0.2607
Epoch # 120, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 130 | TSS Error: 5.5353 | Correct: 0.7500 | RMS Error: 0.2630
Epoch # 130, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 140 | TSS Error: 6.3676 | Correct: 0.7500 | RMS Error: 0.2821
Epoch # 140, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 150 | TSS Error: 5.8403 | Correct: 0.7500 | RMS Error: 0.2702
Epoch # 150, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 160 | TSS Error: 5.9939 | Correct: 0.7500 | RMS Error: 0.2737
Epoch # 160, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 170 | TSS Error: 6.2367 | Correct: 0.7500 | RMS Error: 0.2792
Epoch # 170, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 180 | TSS Error: 5.5107 | Correct: 0.7500 | RMS Error: 0.2625
Epoch # 180, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 190 | TSS Error: 5.2849 | Correct: 0.7500 | RMS Error: 0.2570
Epoch # 190, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 200 | TSS Error: 5.4707 | Correct: 0.7500 | RMS Error: 0.2615
Epoch # 200, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 210 | TSS Error: 5.9335 | Correct: 0.7500 | RMS Error: 0.2723
Epoch # 210, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 220 | TSS Error: 6.8237 | Correct: 0.7500 | RMS Error: 0.2921
Epoch # 220, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 230 | TSS Error: 7.9179 | Correct: 0.7500 | RMS Error: 0.3146
Epoch # 230, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 240 | TSS Error: 5.8638 | Correct: 0.7500 | RMS Error: 0.2707
Epoch # 240, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 250 | TSS Error: 5.6888 | Correct: 0.7500 | RMS Error: 0.2667
Epoch # 250, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 260 | TSS Error: 6.4877 | Correct: 0.7500 | RMS Error: 0.2848
Epoch # 260, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 270 | TSS Error: 5.6788 | Correct: 0.7500 | RMS Error: 0.2664
Epoch # 270, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 280 | TSS Error: 6.6406 | Correct: 0.7500 | RMS Error: 0.2881
Epoch # 280, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 290 | TSS Error: 5.8235 | Correct: 0.7500 | RMS Error: 0.2698
Epoch # 290, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 300 | TSS Error: 7.2286 | Correct: 0.8250 | RMS Error: 0.3006
Epoch # 300, Layer = 'output' | Units: 0.8250 | Patterns: 0.6500
Epoch # 310 | TSS Error: 5.4359 | Correct: 0.7500 | RMS Error: 0.2607
Epoch # 310, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 320 | TSS Error: 5.7062 | Correct: 0.7500 | RMS Error: 0.2671
Epoch # 320, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 330 | TSS Error: 7.6986 | Correct: 0.7250 | RMS Error: 0.3102
Epoch # 330, Layer = 'output' | Units: 0.7250 | Patterns: 0.4500
Epoch # 340 | TSS Error: 5.9741 | Correct: 0.7500 | RMS Error: 0.2733
Epoch # 340, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 350 | TSS Error: 6.6827 | Correct: 0.7500 | RMS Error: 0.2890
Epoch # 350, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 360 | TSS Error: 5.2461 | Correct: 0.7500 | RMS Error: 0.2561
Epoch # 360, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 370 | TSS Error: 6.3381 | Correct: 0.7500 | RMS Error: 0.2815
Epoch # 370, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 380 | TSS Error: 5.7707 | Correct: 0.7500 | RMS Error: 0.2686
Epoch # 380, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 390 | TSS Error: 7.8847 | Correct: 0.7750 | RMS Error: 0.3139
Epoch # 390, Layer = 'output' | Units: 0.7750 | Patterns: 0.5500
Epoch # 400 | TSS Error: 6.4422 | Correct: 0.7500 | RMS Error: 0.2838
Epoch # 400, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 410 | TSS Error: 8.6812 | Correct: 0.7500 | RMS Error: 0.3294
Epoch # 410, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 420 | TSS Error: 13.6019 | Correct: 0.6375 | RMS Error: 0.4123
Epoch # 420, Layer = 'output' | Units: 0.6375 | Patterns: 0.2000
Epoch # 430 | TSS Error: 6.5169 | Correct: 0.7500 | RMS Error: 0.2854
Epoch # 430, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 440 | TSS Error: 7.6154 | Correct: 0.7500 | RMS Error: 0.3085
Epoch # 440, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 450 | TSS Error: 8.1006 | Correct: 0.6500 | RMS Error: 0.3182
Epoch # 450, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 460 | TSS Error: 10.3239 | Correct: 0.5750 | RMS Error: 0.3592
Epoch # 460, Layer = 'output' | Units: 0.5750 | Patterns: 0.2000
Epoch # 470 | TSS Error: 13.1528 | Correct: 0.6500 | RMS Error: 0.4055
Epoch # 470, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 480 | TSS Error: 11.1023 | Correct: 0.6750 | RMS Error: 0.3725
Epoch # 480, Layer = 'output' | Units: 0.6750 | Patterns: 0.3500
Epoch # 490 | TSS Error: 13.6077 | Correct: 0.5625 | RMS Error: 0.4124
Epoch # 490, Layer = 'output' | Units: 0.5625 | Patterns: 0.1500
Epoch # 500 | TSS Error: 11.0060 | Correct: 0.5875 | RMS Error: 0.3709
Epoch # 500, Layer = 'output' | Units: 0.5875 | Patterns: 0.1500
Epoch # 510 | TSS Error: 8.8404 | Correct: 0.6750 | RMS Error: 0.3324
Epoch # 510, Layer = 'output' | Units: 0.6750 | Patterns: 0.3500
Epoch # 520 | TSS Error: 9.2905 | Correct: 0.5750 | RMS Error: 0.3408
Epoch # 520, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 530 | TSS Error: 14.7334 | Correct: 0.5125 | RMS Error: 0.4291
Epoch # 530, Layer = 'output' | Units: 0.5125 | Patterns: 0.0500
Epoch # 540 | TSS Error: 6.0517 | Correct: 0.7625 | RMS Error: 0.2750
Epoch # 540, Layer = 'output' | Units: 0.7625 | Patterns: 0.5000
Epoch # 550 | TSS Error: 10.9481 | Correct: 0.5625 | RMS Error: 0.3699
Epoch # 550, Layer = 'output' | Units: 0.5625 | Patterns: 0.1500
Epoch # 560 | TSS Error: 13.2629 | Correct: 0.5500 | RMS Error: 0.4072
Epoch # 560, Layer = 'output' | Units: 0.5500 | Patterns: 0.0500
Epoch # 570 | TSS Error: 6.8336 | Correct: 0.6500 | RMS Error: 0.2923
Epoch # 570, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 580 | TSS Error: 11.0118 | Correct: 0.6000 | RMS Error: 0.3710
Epoch # 580, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 590 | TSS Error: 11.8751 | Correct: 0.5500 | RMS Error: 0.3853
Epoch # 590, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 600 | TSS Error: 10.5428 | Correct: 0.5875 | RMS Error: 0.3630
Epoch # 600, Layer = 'output' | Units: 0.5875 | Patterns: 0.1500
Epoch # 610 | TSS Error: 11.4342 | Correct: 0.5500 | RMS Error: 0.3781
Epoch # 610, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 620 | TSS Error: 12.1509 | Correct: 0.6125 | RMS Error: 0.3897
Epoch # 620, Layer = 'output' | Units: 0.6125 | Patterns: 0.2500
Epoch # 630 | TSS Error: 10.3230 | Correct: 0.5500 | RMS Error: 0.3592
Epoch # 630, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 640 | TSS Error: 14.5046 | Correct: 0.5375 | RMS Error: 0.4258
Epoch # 640, Layer = 'output' | Units: 0.5375 | Patterns: 0.1000
Epoch # 650 | TSS Error: 11.4518 | Correct: 0.5500 | RMS Error: 0.3783
Epoch # 650, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 660 | TSS Error: 9.8656 | Correct: 0.6250 | RMS Error: 0.3512
Epoch # 660, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 670 | TSS Error: 11.2056 | Correct: 0.5750 | RMS Error: 0.3743
Epoch # 670, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 680 | TSS Error: 14.7402 | Correct: 0.5500 | RMS Error: 0.4292
Epoch # 680, Layer = 'output' | Units: 0.5500 | Patterns: 0.0000
Epoch # 690 | TSS Error: 18.9170 | Correct: 0.5875 | RMS Error: 0.4863
Epoch # 690, Layer = 'output' | Units: 0.5875 | Patterns: 0.1500
Epoch # 700 | TSS Error: 9.9695 | Correct: 0.6250 | RMS Error: 0.3530
Epoch # 700, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 710 | TSS Error: 9.7357 | Correct: 0.6000 | RMS Error: 0.3488
Epoch # 710, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 720 | TSS Error: 4.8773 | Correct: 0.7000 | RMS Error: 0.2469
Epoch # 720, Layer = 'output' | Units: 0.7000 | Patterns: 0.4000
Epoch # 730 | TSS Error: 10.0225 | Correct: 0.6250 | RMS Error: 0.3540
Epoch # 730, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 740 | TSS Error: 10.7124 | Correct: 0.6875 | RMS Error: 0.3659
Epoch # 740, Layer = 'output' | Units: 0.6875 | Patterns: 0.4000
Epoch # 750 | TSS Error: 15.4321 | Correct: 0.5750 | RMS Error: 0.4392
Epoch # 750, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 760 | TSS Error: 10.1864 | Correct: 0.5625 | RMS Error: 0.3568
Epoch # 760, Layer = 'output' | Units: 0.5625 | Patterns: 0.1500
Epoch # 770 | TSS Error: 9.5594 | Correct: 0.6250 | RMS Error: 0.3457
Epoch # 770, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 780 | TSS Error: 10.4102 | Correct: 0.5750 | RMS Error: 0.3607
Epoch # 780, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 790 | TSS Error: 18.1510 | Correct: 0.5625 | RMS Error: 0.4763
Epoch # 790, Layer = 'output' | Units: 0.5625 | Patterns: 0.1000
Epoch # 800 | TSS Error: 8.7403 | Correct: 0.6500 | RMS Error: 0.3305
Epoch # 800, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 810 | TSS Error: 8.5438 | Correct: 0.6000 | RMS Error: 0.3268
Epoch # 810, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 820 | TSS Error: 11.3678 | Correct: 0.5500 | RMS Error: 0.3770
Epoch # 820, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 830 | TSS Error: 12.6076 | Correct: 0.6250 | RMS Error: 0.3970
Epoch # 830, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 840 | TSS Error: 15.7232 | Correct: 0.6000 | RMS Error: 0.4433
Epoch # 840, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 850 | TSS Error: 9.5172 | Correct: 0.6250 | RMS Error: 0.3449
Epoch # 850, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 860 | TSS Error: 15.6191 | Correct: 0.5500 | RMS Error: 0.4419
Epoch # 860, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 870 | TSS Error: 10.6338 | Correct: 0.7000 | RMS Error: 0.3646
Epoch # 870, Layer = 'output' | Units: 0.7000 | Patterns: 0.4000
Epoch # 880 | TSS Error: 11.2543 | Correct: 0.5750 | RMS Error: 0.3751
Epoch # 880, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 890 | TSS Error: 9.2528 | Correct: 0.5750 | RMS Error: 0.3401
Epoch # 890, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 900 | TSS Error: 9.7859 | Correct: 0.6250 | RMS Error: 0.3497
Epoch # 900, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 910 | TSS Error: 4.6764 | Correct: 0.7500 | RMS Error: 0.2418
Epoch # 910, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 920 | TSS Error: 5.9080 | Correct: 0.6750 | RMS Error: 0.2718
Epoch # 920, Layer = 'output' | Units: 0.6750 | Patterns: 0.3500
Epoch # 930 | TSS Error: 9.2226 | Correct: 0.6000 | RMS Error: 0.3395
Epoch # 930, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 940 | TSS Error: 17.2849 | Correct: 0.6000 | RMS Error: 0.4648
Epoch # 940, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 950 | TSS Error: 9.2035 | Correct: 0.6750 | RMS Error: 0.3392
Epoch # 950, Layer = 'output' | Units: 0.6750 | Patterns: 0.3500
Epoch # 960 | TSS Error: 17.8308 | Correct: 0.6000 | RMS Error: 0.4721
Epoch # 960, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 970 | TSS Error: 7.3474 | Correct: 0.6500 | RMS Error: 0.3031
Epoch # 970, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 980 | TSS Error: 11.4005 | Correct: 0.5750 | RMS Error: 0.3775
Epoch # 980, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 990 | TSS Error: 10.9943 | Correct: 0.6250 | RMS Error: 0.3707
Epoch # 990, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 1000 | TSS Error: 12.4329 | Correct: 0.5750 | RMS Error: 0.3942
Epoch # 1000, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1010 | TSS Error: 13.1560 | Correct: 0.5500 | RMS Error: 0.4055
Epoch # 1010, Layer = 'output' | Units: 0.5500 | Patterns: 0.0500
Epoch # 1020 | TSS Error: 8.8821 | Correct: 0.6000 | RMS Error: 0.3332
Epoch # 1020, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1030 | TSS Error: 9.5756 | Correct: 0.6250 | RMS Error: 0.3460
Epoch # 1030, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 1040 | TSS Error: 10.7051 | Correct: 0.5500 | RMS Error: 0.3658
Epoch # 1040, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 1050 | TSS Error: 14.5541 | Correct: 0.5750 | RMS Error: 0.4265
Epoch # 1050, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1060 | TSS Error: 8.5510 | Correct: 0.6250 | RMS Error: 0.3269
Epoch # 1060, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 1070 | TSS Error: 13.1831 | Correct: 0.5000 | RMS Error: 0.4059
Epoch # 1070, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 1080 | TSS Error: 10.4967 | Correct: 0.5500 | RMS Error: 0.3622
Epoch # 1080, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 1090 | TSS Error: 10.6904 | Correct: 0.5750 | RMS Error: 0.3656
Epoch # 1090, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1100 | TSS Error: 8.2408 | Correct: 0.6750 | RMS Error: 0.3210
Epoch # 1100, Layer = 'output' | Units: 0.6750 | Patterns: 0.3500
Epoch # 1110 | TSS Error: 8.4630 | Correct: 0.6000 | RMS Error: 0.3253
Epoch # 1110, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1120 | TSS Error: 12.6499 | Correct: 0.5250 | RMS Error: 0.3976
Epoch # 1120, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 1130 | TSS Error: 13.6423 | Correct: 0.6500 | RMS Error: 0.4130
Epoch # 1130, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 1140 | TSS Error: 10.0431 | Correct: 0.6250 | RMS Error: 0.3543
Epoch # 1140, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 1150 | TSS Error: 9.3049 | Correct: 0.6000 | RMS Error: 0.3410
Epoch # 1150, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1160 | TSS Error: 10.0990 | Correct: 0.6250 | RMS Error: 0.3553
Epoch # 1160, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 1170 | TSS Error: 10.8746 | Correct: 0.5500 | RMS Error: 0.3687
Epoch # 1170, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 1180 | TSS Error: 7.5630 | Correct: 0.7125 | RMS Error: 0.3075
Epoch # 1180, Layer = 'output' | Units: 0.7125 | Patterns: 0.4000
Epoch # 1190 | TSS Error: 12.3441 | Correct: 0.5750 | RMS Error: 0.3928
Epoch # 1190, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1200 | TSS Error: 9.9959 | Correct: 0.5750 | RMS Error: 0.3535
Epoch # 1200, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1210 | TSS Error: 10.1559 | Correct: 0.6125 | RMS Error: 0.3563
Epoch # 1210, Layer = 'output' | Units: 0.6125 | Patterns: 0.2000
Epoch # 1220 | TSS Error: 9.3669 | Correct: 0.6000 | RMS Error: 0.3422
Epoch # 1220, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1230 | TSS Error: 9.4521 | Correct: 0.6500 | RMS Error: 0.3437
Epoch # 1230, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 1240 | TSS Error: 15.3618 | Correct: 0.5750 | RMS Error: 0.4382
Epoch # 1240, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1250 | TSS Error: 16.0927 | Correct: 0.6000 | RMS Error: 0.4485
Epoch # 1250, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1260 | TSS Error: 17.9407 | Correct: 0.6125 | RMS Error: 0.4736
Epoch # 1260, Layer = 'output' | Units: 0.6125 | Patterns: 0.2000
Epoch # 1270 | TSS Error: 11.3005 | Correct: 0.5375 | RMS Error: 0.3758
Epoch # 1270, Layer = 'output' | Units: 0.5375 | Patterns: 0.0500
Epoch # 1280 | TSS Error: 14.6733 | Correct: 0.5125 | RMS Error: 0.4283
Epoch # 1280, Layer = 'output' | Units: 0.5125 | Patterns: 0.0500
Epoch # 1290 | TSS Error: 13.0733 | Correct: 0.5000 | RMS Error: 0.4042
Epoch # 1290, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 1300 | TSS Error: 13.3292 | Correct: 0.6250 | RMS Error: 0.4082
Epoch # 1300, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 1310 | TSS Error: 13.1533 | Correct: 0.6250 | RMS Error: 0.4055
Epoch # 1310, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 1320 | TSS Error: 14.3477 | Correct: 0.5000 | RMS Error: 0.4235
Epoch # 1320, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 1330 | TSS Error: 13.9332 | Correct: 0.5750 | RMS Error: 0.4173
Epoch # 1330, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1340 | TSS Error: 10.1258 | Correct: 0.6250 | RMS Error: 0.3558
Epoch # 1340, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 1350 | TSS Error: 9.9557 | Correct: 0.5750 | RMS Error: 0.3528
Epoch # 1350, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1360 | TSS Error: 15.0813 | Correct: 0.6000 | RMS Error: 0.4342
Epoch # 1360, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1370 | TSS Error: 11.9619 | Correct: 0.5500 | RMS Error: 0.3867
Epoch # 1370, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 1380 | TSS Error: 9.1972 | Correct: 0.5750 | RMS Error: 0.3391
Epoch # 1380, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1390 | TSS Error: 13.4994 | Correct: 0.5750 | RMS Error: 0.4108
Epoch # 1390, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1400 | TSS Error: 9.8853 | Correct: 0.6000 | RMS Error: 0.3515
Epoch # 1400, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1410 | TSS Error: 12.0946 | Correct: 0.6000 | RMS Error: 0.3888
Epoch # 1410, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1420 | TSS Error: 10.7224 | Correct: 0.6000 | RMS Error: 0.3661
Epoch # 1420, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1430 | TSS Error: 13.8861 | Correct: 0.6250 | RMS Error: 0.4166
Epoch # 1430, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 1440 | TSS Error: 13.8612 | Correct: 0.5750 | RMS Error: 0.4163
Epoch # 1440, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1450 | TSS Error: 14.4174 | Correct: 0.5250 | RMS Error: 0.4245
Epoch # 1450, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 1460 | TSS Error: 15.6496 | Correct: 0.5000 | RMS Error: 0.4423
Epoch # 1460, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 1470 | TSS Error: 10.9127 | Correct: 0.5500 | RMS Error: 0.3693
Epoch # 1470, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 1480 | TSS Error: 11.0178 | Correct: 0.6250 | RMS Error: 0.3711
Epoch # 1480, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 1490 | TSS Error: 10.4324 | Correct: 0.5500 | RMS Error: 0.3611
Epoch # 1490, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 1500 | TSS Error: 14.6883 | Correct: 0.5000 | RMS Error: 0.4285
Epoch # 1500, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 1510 | TSS Error: 12.9476 | Correct: 0.5750 | RMS Error: 0.4023
Epoch # 1510, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1520 | TSS Error: 16.4497 | Correct: 0.5875 | RMS Error: 0.4535
Epoch # 1520, Layer = 'output' | Units: 0.5875 | Patterns: 0.2000
Epoch # 1530 | TSS Error: 13.3958 | Correct: 0.5250 | RMS Error: 0.4092
Epoch # 1530, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 1540 | TSS Error: 12.1348 | Correct: 0.6000 | RMS Error: 0.3895
Epoch # 1540, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1550 | TSS Error: 14.2266 | Correct: 0.5000 | RMS Error: 0.4217
Epoch # 1550, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 1560 | TSS Error: 15.2261 | Correct: 0.5375 | RMS Error: 0.4363
Epoch # 1560, Layer = 'output' | Units: 0.5375 | Patterns: 0.0500
Epoch # 1570 | TSS Error: 11.4485 | Correct: 0.5500 | RMS Error: 0.3783
Epoch # 1570, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 1580 | TSS Error: 10.9984 | Correct: 0.5500 | RMS Error: 0.3708
Epoch # 1580, Layer = 'output' | Units: 0.5500 | Patterns: 0.0500
Epoch # 1590 | TSS Error: 12.7156 | Correct: 0.5750 | RMS Error: 0.3987
Epoch # 1590, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1600 | TSS Error: 13.1872 | Correct: 0.6500 | RMS Error: 0.4060
Epoch # 1600, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 1610 | TSS Error: 14.7033 | Correct: 0.5250 | RMS Error: 0.4287
Epoch # 1610, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 1620 | TSS Error: 10.3836 | Correct: 0.6500 | RMS Error: 0.3603
Epoch # 1620, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 1630 | TSS Error: 11.8119 | Correct: 0.6000 | RMS Error: 0.3843
Epoch # 1630, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1640 | TSS Error: 10.8690 | Correct: 0.5750 | RMS Error: 0.3686
Epoch # 1640, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1650 | TSS Error: 15.3654 | Correct: 0.5750 | RMS Error: 0.4383
Epoch # 1650, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1660 | TSS Error: 14.0358 | Correct: 0.6250 | RMS Error: 0.4189
Epoch # 1660, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 1670 | TSS Error: 12.6661 | Correct: 0.6000 | RMS Error: 0.3979
Epoch # 1670, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1680 | TSS Error: 12.9750 | Correct: 0.6000 | RMS Error: 0.4027
Epoch # 1680, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1690 | TSS Error: 12.6909 | Correct: 0.5000 | RMS Error: 0.3983
Epoch # 1690, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 1700 | TSS Error: 13.3129 | Correct: 0.6000 | RMS Error: 0.4079
Epoch # 1700, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1710 | TSS Error: 12.0895 | Correct: 0.5750 | RMS Error: 0.3887
Epoch # 1710, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1720 | TSS Error: 13.0453 | Correct: 0.5500 | RMS Error: 0.4038
Epoch # 1720, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 1730 | TSS Error: 12.2558 | Correct: 0.5500 | RMS Error: 0.3914
Epoch # 1730, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 1740 | TSS Error: 13.3735 | Correct: 0.5000 | RMS Error: 0.4089
Epoch # 1740, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 1750 | TSS Error: 9.8539 | Correct: 0.6750 | RMS Error: 0.3510
Epoch # 1750, Layer = 'output' | Units: 0.6750 | Patterns: 0.3500
Epoch # 1760 | TSS Error: 10.8436 | Correct: 0.6000 | RMS Error: 0.3682
Epoch # 1760, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1770 | TSS Error: 14.8711 | Correct: 0.4750 | RMS Error: 0.4311
Epoch # 1770, Layer = 'output' | Units: 0.4750 | Patterns: 0.0000
Epoch # 1780 | TSS Error: 12.0413 | Correct: 0.5000 | RMS Error: 0.3880
Epoch # 1780, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 1790 | TSS Error: 10.9979 | Correct: 0.5250 | RMS Error: 0.3708
Epoch # 1790, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 1800 | TSS Error: 11.9120 | Correct: 0.5750 | RMS Error: 0.3859
Epoch # 1800, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1810 | TSS Error: 11.0853 | Correct: 0.5500 | RMS Error: 0.3722
Epoch # 1810, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 1820 | TSS Error: 15.0249 | Correct: 0.6250 | RMS Error: 0.4334
Epoch # 1820, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 1830 | TSS Error: 12.9128 | Correct: 0.6750 | RMS Error: 0.4018
Epoch # 1830, Layer = 'output' | Units: 0.6750 | Patterns: 0.3500
Epoch # 1840 | TSS Error: 12.8780 | Correct: 0.5000 | RMS Error: 0.4012
Epoch # 1840, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 1850 | TSS Error: 11.1836 | Correct: 0.5250 | RMS Error: 0.3739
Epoch # 1850, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 1860 | TSS Error: 12.8709 | Correct: 0.5500 | RMS Error: 0.4011
Epoch # 1860, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 1870 | TSS Error: 13.6565 | Correct: 0.5625 | RMS Error: 0.4132
Epoch # 1870, Layer = 'output' | Units: 0.5625 | Patterns: 0.1500
Epoch # 1880 | TSS Error: 12.5185 | Correct: 0.5375 | RMS Error: 0.3956
Epoch # 1880, Layer = 'output' | Units: 0.5375 | Patterns: 0.0500
Epoch # 1890 | TSS Error: 12.1030 | Correct: 0.5250 | RMS Error: 0.3890
Epoch # 1890, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 1900 | TSS Error: 13.9300 | Correct: 0.5500 | RMS Error: 0.4173
Epoch # 1900, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 1910 | TSS Error: 11.0928 | Correct: 0.5500 | RMS Error: 0.3724
Epoch # 1910, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 1920 | TSS Error: 11.9814 | Correct: 0.6000 | RMS Error: 0.3870
Epoch # 1920, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1930 | TSS Error: 12.5762 | Correct: 0.6000 | RMS Error: 0.3965
Epoch # 1930, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 1940 | TSS Error: 17.7642 | Correct: 0.5250 | RMS Error: 0.4712
Epoch # 1940, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 1950 | TSS Error: 11.4638 | Correct: 0.5250 | RMS Error: 0.3785
Epoch # 1950, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 1960 | TSS Error: 8.3823 | Correct: 0.6500 | RMS Error: 0.3237
Epoch # 1960, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 1970 | TSS Error: 14.3044 | Correct: 0.5500 | RMS Error: 0.4229
Epoch # 1970, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 1980 | TSS Error: 9.3947 | Correct: 0.5750 | RMS Error: 0.3427
Epoch # 1980, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 1990 | TSS Error: 9.8459 | Correct: 0.6000 | RMS Error: 0.3508
Epoch # 1990, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 2000 | TSS Error: 14.2659 | Correct: 0.5750 | RMS Error: 0.4223
Epoch # 2000, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2010 | TSS Error: 11.3555 | Correct: 0.5750 | RMS Error: 0.3768
Epoch # 2010, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2020 | TSS Error: 11.6699 | Correct: 0.5250 | RMS Error: 0.3819
Epoch # 2020, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 2030 | TSS Error: 9.6838 | Correct: 0.6750 | RMS Error: 0.3479
Epoch # 2030, Layer = 'output' | Units: 0.6750 | Patterns: 0.3500
Epoch # 2040 | TSS Error: 9.5909 | Correct: 0.6500 | RMS Error: 0.3462
Epoch # 2040, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 2050 | TSS Error: 13.3907 | Correct: 0.5500 | RMS Error: 0.4091
Epoch # 2050, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2060 | TSS Error: 10.1997 | Correct: 0.5750 | RMS Error: 0.3571
Epoch # 2060, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2070 | TSS Error: 12.5014 | Correct: 0.5250 | RMS Error: 0.3953
Epoch # 2070, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 2080 | TSS Error: 9.9210 | Correct: 0.6250 | RMS Error: 0.3522
Epoch # 2080, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 2090 | TSS Error: 11.6801 | Correct: 0.5250 | RMS Error: 0.3821
Epoch # 2090, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 2100 | TSS Error: 9.6933 | Correct: 0.5500 | RMS Error: 0.3481
Epoch # 2100, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2110 | TSS Error: 17.6172 | Correct: 0.5875 | RMS Error: 0.4693
Epoch # 2110, Layer = 'output' | Units: 0.5875 | Patterns: 0.2000
Epoch # 2120 | TSS Error: 11.4751 | Correct: 0.5250 | RMS Error: 0.3787
Epoch # 2120, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 2130 | TSS Error: 9.2527 | Correct: 0.7000 | RMS Error: 0.3401
Epoch # 2130, Layer = 'output' | Units: 0.7000 | Patterns: 0.4000
Epoch # 2140 | TSS Error: 10.9938 | Correct: 0.5750 | RMS Error: 0.3707
Epoch # 2140, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2150 | TSS Error: 9.8323 | Correct: 0.6125 | RMS Error: 0.3506
Epoch # 2150, Layer = 'output' | Units: 0.6125 | Patterns: 0.2000
Epoch # 2160 | TSS Error: 15.0619 | Correct: 0.5125 | RMS Error: 0.4339
Epoch # 2160, Layer = 'output' | Units: 0.5125 | Patterns: 0.0500
Epoch # 2170 | TSS Error: 14.2234 | Correct: 0.5500 | RMS Error: 0.4217
Epoch # 2170, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2180 | TSS Error: 13.2154 | Correct: 0.6000 | RMS Error: 0.4064
Epoch # 2180, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 2190 | TSS Error: 16.1259 | Correct: 0.6000 | RMS Error: 0.4490
Epoch # 2190, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 2200 | TSS Error: 10.6919 | Correct: 0.5250 | RMS Error: 0.3656
Epoch # 2200, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 2210 | TSS Error: 11.9682 | Correct: 0.5750 | RMS Error: 0.3868
Epoch # 2210, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2220 | TSS Error: 11.5850 | Correct: 0.5750 | RMS Error: 0.3805
Epoch # 2220, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2230 | TSS Error: 9.7162 | Correct: 0.5750 | RMS Error: 0.3485
Epoch # 2230, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2240 | TSS Error: 13.3718 | Correct: 0.5750 | RMS Error: 0.4088
Epoch # 2240, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2250 | TSS Error: 12.3855 | Correct: 0.5000 | RMS Error: 0.3935
Epoch # 2250, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 2260 | TSS Error: 11.7794 | Correct: 0.6250 | RMS Error: 0.3837
Epoch # 2260, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 2270 | TSS Error: 12.6574 | Correct: 0.5000 | RMS Error: 0.3978
Epoch # 2270, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 2280 | TSS Error: 11.9875 | Correct: 0.6000 | RMS Error: 0.3871
Epoch # 2280, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 2290 | TSS Error: 13.0716 | Correct: 0.5250 | RMS Error: 0.4042
Epoch # 2290, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 2300 | TSS Error: 13.3278 | Correct: 0.5500 | RMS Error: 0.4082
Epoch # 2300, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2310 | TSS Error: 10.0315 | Correct: 0.6000 | RMS Error: 0.3541
Epoch # 2310, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 2320 | TSS Error: 8.6754 | Correct: 0.6000 | RMS Error: 0.3293
Epoch # 2320, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 2330 | TSS Error: 11.3181 | Correct: 0.6250 | RMS Error: 0.3761
Epoch # 2330, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 2340 | TSS Error: 17.5063 | Correct: 0.5250 | RMS Error: 0.4678
Epoch # 2340, Layer = 'output' | Units: 0.5250 | Patterns: 0.1000
Epoch # 2350 | TSS Error: 12.7637 | Correct: 0.5500 | RMS Error: 0.3994
Epoch # 2350, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2360 | TSS Error: 13.6903 | Correct: 0.5500 | RMS Error: 0.4137
Epoch # 2360, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2370 | TSS Error: 11.7181 | Correct: 0.5500 | RMS Error: 0.3827
Epoch # 2370, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2380 | TSS Error: 11.0053 | Correct: 0.6250 | RMS Error: 0.3709
Epoch # 2380, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 2390 | TSS Error: 10.0689 | Correct: 0.6250 | RMS Error: 0.3548
Epoch # 2390, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 2400 | TSS Error: 10.9834 | Correct: 0.6250 | RMS Error: 0.3705
Epoch # 2400, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 2410 | TSS Error: 10.5979 | Correct: 0.5750 | RMS Error: 0.3640
Epoch # 2410, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2420 | TSS Error: 12.1055 | Correct: 0.5000 | RMS Error: 0.3890
Epoch # 2420, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 2430 | TSS Error: 13.4166 | Correct: 0.5000 | RMS Error: 0.4095
Epoch # 2430, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 2440 | TSS Error: 11.9379 | Correct: 0.5000 | RMS Error: 0.3863
Epoch # 2440, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 2450 | TSS Error: 9.3431 | Correct: 0.6375 | RMS Error: 0.3417
Epoch # 2450, Layer = 'output' | Units: 0.6375 | Patterns: 0.2500
Epoch # 2460 | TSS Error: 13.3566 | Correct: 0.6375 | RMS Error: 0.4086
Epoch # 2460, Layer = 'output' | Units: 0.6375 | Patterns: 0.3000
Epoch # 2470 | TSS Error: 16.6117 | Correct: 0.5750 | RMS Error: 0.4557
Epoch # 2470, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2480 | TSS Error: 11.2144 | Correct: 0.6250 | RMS Error: 0.3744
Epoch # 2480, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 2490 | TSS Error: 14.7771 | Correct: 0.5500 | RMS Error: 0.4298
Epoch # 2490, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2500 | TSS Error: 13.9418 | Correct: 0.5500 | RMS Error: 0.4175
Epoch # 2500, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2510 | TSS Error: 14.5578 | Correct: 0.5750 | RMS Error: 0.4266
Epoch # 2510, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2520 | TSS Error: 10.7349 | Correct: 0.5750 | RMS Error: 0.3663
Epoch # 2520, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2530 | TSS Error: 9.7823 | Correct: 0.6250 | RMS Error: 0.3497
Epoch # 2530, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 2540 | TSS Error: 8.9778 | Correct: 0.6250 | RMS Error: 0.3350
Epoch # 2540, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 2550 | TSS Error: 8.4943 | Correct: 0.7000 | RMS Error: 0.3259
Epoch # 2550, Layer = 'output' | Units: 0.7000 | Patterns: 0.4000
Epoch # 2560 | TSS Error: 11.4592 | Correct: 0.5750 | RMS Error: 0.3785
Epoch # 2560, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2570 | TSS Error: 15.2468 | Correct: 0.6250 | RMS Error: 0.4366
Epoch # 2570, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 2580 | TSS Error: 7.3573 | Correct: 0.7000 | RMS Error: 0.3033
Epoch # 2580, Layer = 'output' | Units: 0.7000 | Patterns: 0.4000
Epoch # 2590 | TSS Error: 8.2052 | Correct: 0.5750 | RMS Error: 0.3203
Epoch # 2590, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2600 | TSS Error: 10.0078 | Correct: 0.5750 | RMS Error: 0.3537
Epoch # 2600, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2610 | TSS Error: 14.8132 | Correct: 0.6750 | RMS Error: 0.4303
Epoch # 2610, Layer = 'output' | Units: 0.6750 | Patterns: 0.3500
Epoch # 2620 | TSS Error: 12.2165 | Correct: 0.5500 | RMS Error: 0.3908
Epoch # 2620, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2630 | TSS Error: 10.4842 | Correct: 0.5250 | RMS Error: 0.3620
Epoch # 2630, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 2640 | TSS Error: 10.5921 | Correct: 0.5500 | RMS Error: 0.3639
Epoch # 2640, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2650 | TSS Error: 15.7813 | Correct: 0.5500 | RMS Error: 0.4441
Epoch # 2650, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2660 | TSS Error: 17.7014 | Correct: 0.6000 | RMS Error: 0.4704
Epoch # 2660, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 2670 | TSS Error: 12.3387 | Correct: 0.5000 | RMS Error: 0.3927
Epoch # 2670, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 2680 | TSS Error: 10.6503 | Correct: 0.5750 | RMS Error: 0.3649
Epoch # 2680, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2690 | TSS Error: 9.0255 | Correct: 0.6375 | RMS Error: 0.3359
Epoch # 2690, Layer = 'output' | Units: 0.6375 | Patterns: 0.2500
Epoch # 2700 | TSS Error: 15.0870 | Correct: 0.5625 | RMS Error: 0.4343
Epoch # 2700, Layer = 'output' | Units: 0.5625 | Patterns: 0.1500
Epoch # 2710 | TSS Error: 9.8209 | Correct: 0.5750 | RMS Error: 0.3504
Epoch # 2710, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2720 | TSS Error: 15.7513 | Correct: 0.5500 | RMS Error: 0.4437
Epoch # 2720, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2730 | TSS Error: 12.7880 | Correct: 0.5000 | RMS Error: 0.3998
Epoch # 2730, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 2740 | TSS Error: 15.7884 | Correct: 0.6000 | RMS Error: 0.4442
Epoch # 2740, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 2750 | TSS Error: 16.5541 | Correct: 0.5250 | RMS Error: 0.4549
Epoch # 2750, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 2760 | TSS Error: 16.9979 | Correct: 0.6250 | RMS Error: 0.4609
Epoch # 2760, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 2770 | TSS Error: 17.1119 | Correct: 0.5500 | RMS Error: 0.4625
Epoch # 2770, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2780 | TSS Error: 12.2656 | Correct: 0.5000 | RMS Error: 0.3916
Epoch # 2780, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 2790 | TSS Error: 11.3032 | Correct: 0.5500 | RMS Error: 0.3759
Epoch # 2790, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2800 | TSS Error: 11.8034 | Correct: 0.5250 | RMS Error: 0.3841
Epoch # 2800, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 2810 | TSS Error: 10.5083 | Correct: 0.5500 | RMS Error: 0.3624
Epoch # 2810, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2820 | TSS Error: 15.7393 | Correct: 0.5375 | RMS Error: 0.4436
Epoch # 2820, Layer = 'output' | Units: 0.5375 | Patterns: 0.0500
Epoch # 2830 | TSS Error: 12.2379 | Correct: 0.5250 | RMS Error: 0.3911
Epoch # 2830, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 2840 | TSS Error: 16.7586 | Correct: 0.5500 | RMS Error: 0.4577
Epoch # 2840, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2850 | TSS Error: 15.6283 | Correct: 0.5750 | RMS Error: 0.4420
Epoch # 2850, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 2860 | TSS Error: 12.6348 | Correct: 0.5000 | RMS Error: 0.3974
Epoch # 2860, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 2870 | TSS Error: 15.1414 | Correct: 0.6000 | RMS Error: 0.4350
Epoch # 2870, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 2880 | TSS Error: 16.0659 | Correct: 0.5875 | RMS Error: 0.4481
Epoch # 2880, Layer = 'output' | Units: 0.5875 | Patterns: 0.2000
Epoch # 2890 | TSS Error: 15.0303 | Correct: 0.6000 | RMS Error: 0.4334
Epoch # 2890, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 2900 | TSS Error: 12.1632 | Correct: 0.5500 | RMS Error: 0.3899
Epoch # 2900, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2910 | TSS Error: 11.9089 | Correct: 0.5250 | RMS Error: 0.3858
Epoch # 2910, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 2920 | TSS Error: 14.4767 | Correct: 0.6250 | RMS Error: 0.4254
Epoch # 2920, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 2930 | TSS Error: 12.0430 | Correct: 0.5500 | RMS Error: 0.3880
Epoch # 2930, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2940 | TSS Error: 13.0480 | Correct: 0.5625 | RMS Error: 0.4039
Epoch # 2940, Layer = 'output' | Units: 0.5625 | Patterns: 0.1000
Epoch # 2950 | TSS Error: 8.5822 | Correct: 0.6000 | RMS Error: 0.3275
Epoch # 2950, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 2960 | TSS Error: 13.9773 | Correct: 0.6250 | RMS Error: 0.4180
Epoch # 2960, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 2970 | TSS Error: 8.3311 | Correct: 0.6750 | RMS Error: 0.3227
Epoch # 2970, Layer = 'output' | Units: 0.6750 | Patterns: 0.3500
Epoch # 2980 | TSS Error: 13.1165 | Correct: 0.5500 | RMS Error: 0.4049
Epoch # 2980, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 2990 | TSS Error: 13.1274 | Correct: 0.5000 | RMS Error: 0.4051
Epoch # 2990, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 3000 | TSS Error: 10.5406 | Correct: 0.5250 | RMS Error: 0.3630
Epoch # 3000, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 3010 | TSS Error: 11.9700 | Correct: 0.6000 | RMS Error: 0.3868
Epoch # 3010, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 3020 | TSS Error: 13.0871 | Correct: 0.5750 | RMS Error: 0.4045
Epoch # 3020, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 3030 | TSS Error: 12.8110 | Correct: 0.5500 | RMS Error: 0.4002
Epoch # 3030, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 3040 | TSS Error: 13.6627 | Correct: 0.5000 | RMS Error: 0.4133
Epoch # 3040, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 3050 | TSS Error: 12.6804 | Correct: 0.5250 | RMS Error: 0.3981
Epoch # 3050, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 3060 | TSS Error: 12.0588 | Correct: 0.6500 | RMS Error: 0.3882
Epoch # 3060, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 3070 | TSS Error: 11.8169 | Correct: 0.5500 | RMS Error: 0.3843
Epoch # 3070, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 3080 | TSS Error: 10.9067 | Correct: 0.5750 | RMS Error: 0.3692
Epoch # 3080, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 3090 | TSS Error: 14.2255 | Correct: 0.5500 | RMS Error: 0.4217
Epoch # 3090, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 3100 | TSS Error: 12.1600 | Correct: 0.5000 | RMS Error: 0.3899
Epoch # 3100, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 3110 | TSS Error: 12.7699 | Correct: 0.5000 | RMS Error: 0.3995
Epoch # 3110, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 3120 | TSS Error: 10.3829 | Correct: 0.5500 | RMS Error: 0.3603
Epoch # 3120, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 3130 | TSS Error: 11.3849 | Correct: 0.5875 | RMS Error: 0.3772
Epoch # 3130, Layer = 'output' | Units: 0.5875 | Patterns: 0.1500
Epoch # 3140 | TSS Error: 11.3336 | Correct: 0.5750 | RMS Error: 0.3764
Epoch # 3140, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 3150 | TSS Error: 15.4973 | Correct: 0.5500 | RMS Error: 0.4401
Epoch # 3150, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 3160 | TSS Error: 10.8982 | Correct: 0.5750 | RMS Error: 0.3691
Epoch # 3160, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 3170 | TSS Error: 14.2812 | Correct: 0.6000 | RMS Error: 0.4225
Epoch # 3170, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 3180 | TSS Error: 11.6058 | Correct: 0.5000 | RMS Error: 0.3809
Epoch # 3180, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 3190 | TSS Error: 13.4719 | Correct: 0.6500 | RMS Error: 0.4104
Epoch # 3190, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 3200 | TSS Error: 11.3655 | Correct: 0.5000 | RMS Error: 0.3769
Epoch # 3200, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 3210 | TSS Error: 12.7014 | Correct: 0.5500 | RMS Error: 0.3985
Epoch # 3210, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 3220 | TSS Error: 11.3274 | Correct: 0.6250 | RMS Error: 0.3763
Epoch # 3220, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 3230 | TSS Error: 14.9288 | Correct: 0.5875 | RMS Error: 0.4320
Epoch # 3230, Layer = 'output' | Units: 0.5875 | Patterns: 0.1500
Epoch # 3240 | TSS Error: 14.3578 | Correct: 0.6500 | RMS Error: 0.4236
Epoch # 3240, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 3250 | TSS Error: 10.0407 | Correct: 0.6000 | RMS Error: 0.3543
Epoch # 3250, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 3260 | TSS Error: 12.1912 | Correct: 0.6750 | RMS Error: 0.3904
Epoch # 3260, Layer = 'output' | Units: 0.6750 | Patterns: 0.3500
Epoch # 3270 | TSS Error: 13.1378 | Correct: 0.5000 | RMS Error: 0.4052
Epoch # 3270, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 3280 | TSS Error: 9.9356 | Correct: 0.5750 | RMS Error: 0.3524
Epoch # 3280, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 3290 | TSS Error: 11.7295 | Correct: 0.5500 | RMS Error: 0.3829
Epoch # 3290, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 3300 | TSS Error: 13.4446 | Correct: 0.5750 | RMS Error: 0.4099
Epoch # 3300, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 3310 | TSS Error: 9.6987 | Correct: 0.5500 | RMS Error: 0.3482
Epoch # 3310, Layer = 'output' | Units: 0.5500 | Patterns: 0.1000
Epoch # 3320 | TSS Error: 12.4059 | Correct: 0.5250 | RMS Error: 0.3938
Epoch # 3320, Layer = 'output' | Units: 0.5250 | Patterns: 0.0500
Epoch # 3330 | TSS Error: 7.7971 | Correct: 0.6500 | RMS Error: 0.3122
Epoch # 3330, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 3340 | TSS Error: 13.3734 | Correct: 0.5750 | RMS Error: 0.4089
Epoch # 3340, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 3350 | TSS Error: 12.9883 | Correct: 0.5500 | RMS Error: 0.4029
Epoch # 3350, Layer = 'output' | Units: 0.5500 | Patterns: 0.0000
Epoch # 3360 | TSS Error: 16.1150 | Correct: 0.6125 | RMS Error: 0.4488
Epoch # 3360, Layer = 'output' | Units: 0.6125 | Patterns: 0.2000
Epoch # 3370 | TSS Error: 12.1295 | Correct: 0.6000 | RMS Error: 0.3894
Epoch # 3370, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 3380 | TSS Error: 15.8144 | Correct: 0.5625 | RMS Error: 0.4446
Epoch # 3380, Layer = 'output' | Units: 0.5625 | Patterns: 0.1500
Epoch # 3390 | TSS Error: 11.0541 | Correct: 0.6250 | RMS Error: 0.3717
Epoch # 3390, Layer = 'output' | Units: 0.6250 | Patterns: 0.1500
Epoch # 3400 | TSS Error: 12.3874 | Correct: 0.5875 | RMS Error: 0.3935
Epoch # 3400, Layer = 'output' | Units: 0.5875 | Patterns: 0.1500
Epoch # 3410 | TSS Error: 10.7155 | Correct: 0.7125 | RMS Error: 0.3660
Epoch # 3410, Layer = 'output' | Units: 0.7125 | Patterns: 0.4000
Epoch # 3420 | TSS Error: 9.5531 | Correct: 0.7000 | RMS Error: 0.3456
Epoch # 3420, Layer = 'output' | Units: 0.7000 | Patterns: 0.3500
Epoch # 3430 | TSS Error: 11.0824 | Correct: 0.6500 | RMS Error: 0.3722
Epoch # 3430, Layer = 'output' | Units: 0.6500 | Patterns: 0.3500
Epoch # 3440 | TSS Error: 12.1375 | Correct: 0.5625 | RMS Error: 0.3895
Epoch # 3440, Layer = 'output' | Units: 0.5625 | Patterns: 0.1500
Epoch # 3450 | TSS Error: 9.7032 | Correct: 0.6250 | RMS Error: 0.3483
Epoch # 3450, Layer = 'output' | Units: 0.6250 | Patterns: 0.2000
Epoch # 3460 | TSS Error: 9.6533 | Correct: 0.7500 | RMS Error: 0.3474
Epoch # 3460, Layer = 'output' | Units: 0.7500 | Patterns: 0.4500
Epoch # 3470 | TSS Error: 9.0407 | Correct: 0.6125 | RMS Error: 0.3362
Epoch # 3470, Layer = 'output' | Units: 0.6125 | Patterns: 0.2500
Epoch # 3480 | TSS Error: 10.4174 | Correct: 0.7250 | RMS Error: 0.3609
Epoch # 3480, Layer = 'output' | Units: 0.7250 | Patterns: 0.4500
Epoch # 3490 | TSS Error: 14.0339 | Correct: 0.6250 | RMS Error: 0.4188
Epoch # 3490, Layer = 'output' | Units: 0.6250 | Patterns: 0.1500
Epoch # 3500 | TSS Error: 9.9479 | Correct: 0.6250 | RMS Error: 0.3526
Epoch # 3500, Layer = 'output' | Units: 0.6250 | Patterns: 0.2000
Epoch # 3510 | TSS Error: 8.9079 | Correct: 0.7000 | RMS Error: 0.3337
Epoch # 3510, Layer = 'output' | Units: 0.7000 | Patterns: 0.3000
Epoch # 3520 | TSS Error: 9.5062 | Correct: 0.8625 | RMS Error: 0.3447
Epoch # 3520, Layer = 'output' | Units: 0.8625 | Patterns: 0.7000
Epoch # 3530 | TSS Error: 8.9350 | Correct: 0.7875 | RMS Error: 0.3342
Epoch # 3530, Layer = 'output' | Units: 0.7875 | Patterns: 0.5000
Epoch # 3540 | TSS Error: 7.6882 | Correct: 0.6875 | RMS Error: 0.3100
Epoch # 3540, Layer = 'output' | Units: 0.6875 | Patterns: 0.3500
Epoch # 3550 | TSS Error: 11.5150 | Correct: 0.6875 | RMS Error: 0.3794
Epoch # 3550, Layer = 'output' | Units: 0.6875 | Patterns: 0.3500
Epoch # 3560 | TSS Error: 11.8138 | Correct: 0.6625 | RMS Error: 0.3843
Epoch # 3560, Layer = 'output' | Units: 0.6625 | Patterns: 0.2000
Epoch # 3570 | TSS Error: 8.8634 | Correct: 0.7375 | RMS Error: 0.3329
Epoch # 3570, Layer = 'output' | Units: 0.7375 | Patterns: 0.3500
Epoch # 3580 | TSS Error: 11.3048 | Correct: 0.6500 | RMS Error: 0.3759
Epoch # 3580, Layer = 'output' | Units: 0.6500 | Patterns: 0.2000
Epoch # 3590 | TSS Error: 11.8544 | Correct: 0.7250 | RMS Error: 0.3849
Epoch # 3590, Layer = 'output' | Units: 0.7250 | Patterns: 0.3500
Epoch # 3600 | TSS Error: 9.5380 | Correct: 0.8000 | RMS Error: 0.3453
Epoch # 3600, Layer = 'output' | Units: 0.8000 | Patterns: 0.5000
Epoch # 3610 | TSS Error: 9.5960 | Correct: 0.6500 | RMS Error: 0.3463
Epoch # 3610, Layer = 'output' | Units: 0.6500 | Patterns: 0.2000
Epoch # 3620 | TSS Error: 9.4600 | Correct: 0.7750 | RMS Error: 0.3439
Epoch # 3620, Layer = 'output' | Units: 0.7750 | Patterns: 0.5000
Epoch # 3630 | TSS Error: 7.7041 | Correct: 0.8375 | RMS Error: 0.3103
Epoch # 3630, Layer = 'output' | Units: 0.8375 | Patterns: 0.6000
Epoch # 3640 | TSS Error: 11.0130 | Correct: 0.7000 | RMS Error: 0.3710
Epoch # 3640, Layer = 'output' | Units: 0.7000 | Patterns: 0.3500
Epoch # 3650 | TSS Error: 7.1898 | Correct: 0.7125 | RMS Error: 0.2998
Epoch # 3650, Layer = 'output' | Units: 0.7125 | Patterns: 0.3000
Epoch # 3660 | TSS Error: 9.8622 | Correct: 0.6625 | RMS Error: 0.3511
Epoch # 3660, Layer = 'output' | Units: 0.6625 | Patterns: 0.2500
Epoch # 3670 | TSS Error: 11.5868 | Correct: 0.7750 | RMS Error: 0.3806
Epoch # 3670, Layer = 'output' | Units: 0.7750 | Patterns: 0.5500
Epoch # 3680 | TSS Error: 9.8964 | Correct: 0.7250 | RMS Error: 0.3517
Epoch # 3680, Layer = 'output' | Units: 0.7250 | Patterns: 0.3500
Epoch # 3690 | TSS Error: 10.2130 | Correct: 0.6000 | RMS Error: 0.3573
Epoch # 3690, Layer = 'output' | Units: 0.6000 | Patterns: 0.2000
Epoch # 3700 | TSS Error: 7.5188 | Correct: 0.7250 | RMS Error: 0.3066
Epoch # 3700, Layer = 'output' | Units: 0.7250 | Patterns: 0.4000
Epoch # 3710 | TSS Error: 9.8298 | Correct: 0.6250 | RMS Error: 0.3505
Epoch # 3710, Layer = 'output' | Units: 0.6250 | Patterns: 0.2000
Epoch # 3720 | TSS Error: 11.4507 | Correct: 0.7875 | RMS Error: 0.3783
Epoch # 3720, Layer = 'output' | Units: 0.7875 | Patterns: 0.5500
Epoch # 3730 | TSS Error: 8.3054 | Correct: 0.7500 | RMS Error: 0.3222
Epoch # 3730, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 3740 | TSS Error: 8.2441 | Correct: 0.7625 | RMS Error: 0.3210
Epoch # 3740, Layer = 'output' | Units: 0.7625 | Patterns: 0.5000
Epoch # 3750 | TSS Error: 9.7089 | Correct: 0.6750 | RMS Error: 0.3484
Epoch # 3750, Layer = 'output' | Units: 0.6750 | Patterns: 0.2000
Epoch # 3760 | TSS Error: 9.1037 | Correct: 0.8000 | RMS Error: 0.3373
Epoch # 3760, Layer = 'output' | Units: 0.8000 | Patterns: 0.4500
Epoch # 3770 | TSS Error: 7.3801 | Correct: 0.7375 | RMS Error: 0.3037
Epoch # 3770, Layer = 'output' | Units: 0.7375 | Patterns: 0.4000
Epoch # 3780 | TSS Error: 11.2476 | Correct: 0.6375 | RMS Error: 0.3750
Epoch # 3780, Layer = 'output' | Units: 0.6375 | Patterns: 0.3000
Epoch # 3790 | TSS Error: 8.2328 | Correct: 0.7250 | RMS Error: 0.3208
Epoch # 3790, Layer = 'output' | Units: 0.7250 | Patterns: 0.4000
Epoch # 3800 | TSS Error: 10.1499 | Correct: 0.7250 | RMS Error: 0.3562
Epoch # 3800, Layer = 'output' | Units: 0.7250 | Patterns: 0.3000
Epoch # 3810 | TSS Error: 8.3302 | Correct: 0.7000 | RMS Error: 0.3227
Epoch # 3810, Layer = 'output' | Units: 0.7000 | Patterns: 0.3000
Epoch # 3820 | TSS Error: 8.7120 | Correct: 0.7125 | RMS Error: 0.3300
Epoch # 3820, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 3830 | TSS Error: 8.3897 | Correct: 0.8125 | RMS Error: 0.3238
Epoch # 3830, Layer = 'output' | Units: 0.8125 | Patterns: 0.5000
Epoch # 3840 | TSS Error: 8.5439 | Correct: 0.7375 | RMS Error: 0.3268
Epoch # 3840, Layer = 'output' | Units: 0.7375 | Patterns: 0.2500
Epoch # 3850 | TSS Error: 10.9983 | Correct: 0.6000 | RMS Error: 0.3708
Epoch # 3850, Layer = 'output' | Units: 0.6000 | Patterns: 0.1500
Epoch # 3860 | TSS Error: 8.3172 | Correct: 0.7125 | RMS Error: 0.3224
Epoch # 3860, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 3870 | TSS Error: 8.8003 | Correct: 0.7000 | RMS Error: 0.3317
Epoch # 3870, Layer = 'output' | Units: 0.7000 | Patterns: 0.4000
Epoch # 3880 | TSS Error: 7.9522 | Correct: 0.7500 | RMS Error: 0.3153
Epoch # 3880, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 3890 | TSS Error: 9.2066 | Correct: 0.6875 | RMS Error: 0.3392
Epoch # 3890, Layer = 'output' | Units: 0.6875 | Patterns: 0.3000
Epoch # 3900 | TSS Error: 8.1927 | Correct: 0.6625 | RMS Error: 0.3200
Epoch # 3900, Layer = 'output' | Units: 0.6625 | Patterns: 0.3000
Epoch # 3910 | TSS Error: 12.2815 | Correct: 0.5750 | RMS Error: 0.3918
Epoch # 3910, Layer = 'output' | Units: 0.5750 | Patterns: 0.1500
Epoch # 3920 | TSS Error: 7.7568 | Correct: 0.6750 | RMS Error: 0.3114
Epoch # 3920, Layer = 'output' | Units: 0.6750 | Patterns: 0.3000
Epoch # 3930 | TSS Error: 12.1247 | Correct: 0.6500 | RMS Error: 0.3893
Epoch # 3930, Layer = 'output' | Units: 0.6500 | Patterns: 0.2000
Epoch # 3940 | TSS Error: 9.6525 | Correct: 0.8250 | RMS Error: 0.3474
Epoch # 3940, Layer = 'output' | Units: 0.8250 | Patterns: 0.5500
Epoch # 3950 | TSS Error: 6.8733 | Correct: 0.7750 | RMS Error: 0.2931
Epoch # 3950, Layer = 'output' | Units: 0.7750 | Patterns: 0.5000
Epoch # 3960 | TSS Error: 9.4801 | Correct: 0.7500 | RMS Error: 0.3442
Epoch # 3960, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 3970 | TSS Error: 8.7578 | Correct: 0.7250 | RMS Error: 0.3309
Epoch # 3970, Layer = 'output' | Units: 0.7250 | Patterns: 0.3000
Epoch # 3980 | TSS Error: 9.7503 | Correct: 0.7500 | RMS Error: 0.3491
Epoch # 3980, Layer = 'output' | Units: 0.7500 | Patterns: 0.4500
Epoch # 3990 | TSS Error: 11.1508 | Correct: 0.6875 | RMS Error: 0.3733
Epoch # 3990, Layer = 'output' | Units: 0.6875 | Patterns: 0.4000
Epoch # 4000 | TSS Error: 10.0116 | Correct: 0.7125 | RMS Error: 0.3538
Epoch # 4000, Layer = 'output' | Units: 0.7125 | Patterns: 0.4000
Epoch # 4010 | TSS Error: 8.4858 | Correct: 0.6875 | RMS Error: 0.3257
Epoch # 4010, Layer = 'output' | Units: 0.6875 | Patterns: 0.3500
Epoch # 4020 | TSS Error: 7.2054 | Correct: 0.7500 | RMS Error: 0.3001
Epoch # 4020, Layer = 'output' | Units: 0.7500 | Patterns: 0.4500
Epoch # 4030 | TSS Error: 8.6197 | Correct: 0.8375 | RMS Error: 0.3282
Epoch # 4030, Layer = 'output' | Units: 0.8375 | Patterns: 0.6000
Epoch # 4040 | TSS Error: 10.4253 | Correct: 0.6500 | RMS Error: 0.3610
Epoch # 4040, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 4050 | TSS Error: 8.1215 | Correct: 0.8500 | RMS Error: 0.3186
Epoch # 4050, Layer = 'output' | Units: 0.8500 | Patterns: 0.6500
Epoch # 4060 | TSS Error: 7.4790 | Correct: 0.7250 | RMS Error: 0.3058
Epoch # 4060, Layer = 'output' | Units: 0.7250 | Patterns: 0.4000
Epoch # 4070 | TSS Error: 10.8960 | Correct: 0.7125 | RMS Error: 0.3691
Epoch # 4070, Layer = 'output' | Units: 0.7125 | Patterns: 0.3500
Epoch # 4080 | TSS Error: 7.4084 | Correct: 0.7500 | RMS Error: 0.3043
Epoch # 4080, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 4090 | TSS Error: 12.8181 | Correct: 0.6000 | RMS Error: 0.4003
Epoch # 4090, Layer = 'output' | Units: 0.6000 | Patterns: 0.1000
Epoch # 4100 | TSS Error: 8.0977 | Correct: 0.7500 | RMS Error: 0.3182
Epoch # 4100, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 4110 | TSS Error: 7.7553 | Correct: 0.8375 | RMS Error: 0.3114
Epoch # 4110, Layer = 'output' | Units: 0.8375 | Patterns: 0.6000
Epoch # 4120 | TSS Error: 10.4182 | Correct: 0.7500 | RMS Error: 0.3609
Epoch # 4120, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 4130 | TSS Error: 9.1375 | Correct: 0.7125 | RMS Error: 0.3380
Epoch # 4130, Layer = 'output' | Units: 0.7125 | Patterns: 0.3000
Epoch # 4140 | TSS Error: 8.6000 | Correct: 0.7375 | RMS Error: 0.3279
Epoch # 4140, Layer = 'output' | Units: 0.7375 | Patterns: 0.4500
Epoch # 4150 | TSS Error: 7.2677 | Correct: 0.7750 | RMS Error: 0.3014
Epoch # 4150, Layer = 'output' | Units: 0.7750 | Patterns: 0.5000
Epoch # 4160 | TSS Error: 8.5062 | Correct: 0.8250 | RMS Error: 0.3261
Epoch # 4160, Layer = 'output' | Units: 0.8250 | Patterns: 0.6500
Epoch # 4170 | TSS Error: 13.5808 | Correct: 0.7375 | RMS Error: 0.4120
Epoch # 4170, Layer = 'output' | Units: 0.7375 | Patterns: 0.4500
Epoch # 4180 | TSS Error: 7.8403 | Correct: 0.7625 | RMS Error: 0.3131
Epoch # 4180, Layer = 'output' | Units: 0.7625 | Patterns: 0.5000
Epoch # 4190 | TSS Error: 7.2563 | Correct: 0.7375 | RMS Error: 0.3012
Epoch # 4190, Layer = 'output' | Units: 0.7375 | Patterns: 0.4500
Epoch # 4200 | TSS Error: 12.3764 | Correct: 0.7000 | RMS Error: 0.3933
Epoch # 4200, Layer = 'output' | Units: 0.7000 | Patterns: 0.3500
Epoch # 4210 | TSS Error: 10.3915 | Correct: 0.7375 | RMS Error: 0.3604
Epoch # 4210, Layer = 'output' | Units: 0.7375 | Patterns: 0.4500
Epoch # 4220 | TSS Error: 6.1922 | Correct: 0.7500 | RMS Error: 0.2782
Epoch # 4220, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 4230 | TSS Error: 9.8698 | Correct: 0.7250 | RMS Error: 0.3512
Epoch # 4230, Layer = 'output' | Units: 0.7250 | Patterns: 0.4500
Epoch # 4240 | TSS Error: 8.9973 | Correct: 0.7250 | RMS Error: 0.3354
Epoch # 4240, Layer = 'output' | Units: 0.7250 | Patterns: 0.4500
Epoch # 4250 | TSS Error: 9.1656 | Correct: 0.7750 | RMS Error: 0.3385
Epoch # 4250, Layer = 'output' | Units: 0.7750 | Patterns: 0.5000
Epoch # 4260 | TSS Error: 11.1918 | Correct: 0.7375 | RMS Error: 0.3740
Epoch # 4260, Layer = 'output' | Units: 0.7375 | Patterns: 0.4000
Epoch # 4270 | TSS Error: 6.7602 | Correct: 0.7250 | RMS Error: 0.2907
Epoch # 4270, Layer = 'output' | Units: 0.7250 | Patterns: 0.4000
Epoch # 4280 | TSS Error: 8.3157 | Correct: 0.6250 | RMS Error: 0.3224
Epoch # 4280, Layer = 'output' | Units: 0.6250 | Patterns: 0.2500
Epoch # 4290 | TSS Error: 5.9146 | Correct: 0.7500 | RMS Error: 0.2719
Epoch # 4290, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 4300 | TSS Error: 8.5967 | Correct: 0.7125 | RMS Error: 0.3278
Epoch # 4300, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 4310 | TSS Error: 8.8262 | Correct: 0.8250 | RMS Error: 0.3322
Epoch # 4310, Layer = 'output' | Units: 0.8250 | Patterns: 0.5500
Epoch # 4320 | TSS Error: 10.7324 | Correct: 0.6750 | RMS Error: 0.3663
Epoch # 4320, Layer = 'output' | Units: 0.6750 | Patterns: 0.2500
Epoch # 4330 | TSS Error: 6.7861 | Correct: 0.7000 | RMS Error: 0.2913
Epoch # 4330, Layer = 'output' | Units: 0.7000 | Patterns: 0.3000
Epoch # 4340 | TSS Error: 8.0466 | Correct: 0.7375 | RMS Error: 0.3171
Epoch # 4340, Layer = 'output' | Units: 0.7375 | Patterns: 0.4500
Epoch # 4350 | TSS Error: 12.7210 | Correct: 0.6625 | RMS Error: 0.3988
Epoch # 4350, Layer = 'output' | Units: 0.6625 | Patterns: 0.2500
Epoch # 4360 | TSS Error: 9.8965 | Correct: 0.7500 | RMS Error: 0.3517
Epoch # 4360, Layer = 'output' | Units: 0.7500 | Patterns: 0.4500
Epoch # 4370 | TSS Error: 7.4987 | Correct: 0.7875 | RMS Error: 0.3062
Epoch # 4370, Layer = 'output' | Units: 0.7875 | Patterns: 0.5000
Epoch # 4380 | TSS Error: 11.2200 | Correct: 0.7375 | RMS Error: 0.3745
Epoch # 4380, Layer = 'output' | Units: 0.7375 | Patterns: 0.4500
Epoch # 4390 | TSS Error: 7.4455 | Correct: 0.6500 | RMS Error: 0.3051
Epoch # 4390, Layer = 'output' | Units: 0.6500 | Patterns: 0.3000
Epoch # 4400 | TSS Error: 9.4460 | Correct: 0.8500 | RMS Error: 0.3436
Epoch # 4400, Layer = 'output' | Units: 0.8500 | Patterns: 0.7000
Epoch # 4410 | TSS Error: 8.1278 | Correct: 0.7625 | RMS Error: 0.3187
Epoch # 4410, Layer = 'output' | Units: 0.7625 | Patterns: 0.5000
Epoch # 4420 | TSS Error: 8.3356 | Correct: 0.7375 | RMS Error: 0.3228
Epoch # 4420, Layer = 'output' | Units: 0.7375 | Patterns: 0.4000
Epoch # 4430 | TSS Error: 10.9253 | Correct: 0.7500 | RMS Error: 0.3695
Epoch # 4430, Layer = 'output' | Units: 0.7500 | Patterns: 0.4500
Epoch # 4440 | TSS Error: 13.7831 | Correct: 0.7000 | RMS Error: 0.4151
Epoch # 4440, Layer = 'output' | Units: 0.7000 | Patterns: 0.4000
Epoch # 4450 | TSS Error: 8.7235 | Correct: 0.7625 | RMS Error: 0.3302
Epoch # 4450, Layer = 'output' | Units: 0.7625 | Patterns: 0.4500
Epoch # 4460 | TSS Error: 9.1695 | Correct: 0.6750 | RMS Error: 0.3386
Epoch # 4460, Layer = 'output' | Units: 0.6750 | Patterns: 0.2500
Epoch # 4470 | TSS Error: 8.7638 | Correct: 0.8625 | RMS Error: 0.3310
Epoch # 4470, Layer = 'output' | Units: 0.8625 | Patterns: 0.7000
Epoch # 4480 | TSS Error: 7.3553 | Correct: 0.7625 | RMS Error: 0.3032
Epoch # 4480, Layer = 'output' | Units: 0.7625 | Patterns: 0.5000
Epoch # 4490 | TSS Error: 9.8001 | Correct: 0.8250 | RMS Error: 0.3500
Epoch # 4490, Layer = 'output' | Units: 0.8250 | Patterns: 0.6000
Epoch # 4500 | TSS Error: 7.1039 | Correct: 0.8250 | RMS Error: 0.2980
Epoch # 4500, Layer = 'output' | Units: 0.8250 | Patterns: 0.6500
Epoch # 4510 | TSS Error: 9.2856 | Correct: 0.7125 | RMS Error: 0.3407
Epoch # 4510, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 4520 | TSS Error: 10.1887 | Correct: 0.7625 | RMS Error: 0.3569
Epoch # 4520, Layer = 'output' | Units: 0.7625 | Patterns: 0.5000
Epoch # 4530 | TSS Error: 7.4979 | Correct: 0.7500 | RMS Error: 0.3061
Epoch # 4530, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 4540 | TSS Error: 9.6710 | Correct: 0.7000 | RMS Error: 0.3477
Epoch # 4540, Layer = 'output' | Units: 0.7000 | Patterns: 0.3500
Epoch # 4550 | TSS Error: 10.4395 | Correct: 0.7750 | RMS Error: 0.3612
Epoch # 4550, Layer = 'output' | Units: 0.7750 | Patterns: 0.5000
Epoch # 4560 | TSS Error: 11.7546 | Correct: 0.6875 | RMS Error: 0.3833
Epoch # 4560, Layer = 'output' | Units: 0.6875 | Patterns: 0.3500
Epoch # 4570 | TSS Error: 6.7386 | Correct: 0.7625 | RMS Error: 0.2902
Epoch # 4570, Layer = 'output' | Units: 0.7625 | Patterns: 0.5000
Epoch # 4580 | TSS Error: 9.1321 | Correct: 0.7125 | RMS Error: 0.3379
Epoch # 4580, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 4590 | TSS Error: 9.0006 | Correct: 0.7500 | RMS Error: 0.3354
Epoch # 4590, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 4600 | TSS Error: 9.1959 | Correct: 0.7125 | RMS Error: 0.3390
Epoch # 4600, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 4610 | TSS Error: 7.8831 | Correct: 0.7875 | RMS Error: 0.3139
Epoch # 4610, Layer = 'output' | Units: 0.7875 | Patterns: 0.4500
Epoch # 4620 | TSS Error: 10.1319 | Correct: 0.6750 | RMS Error: 0.3559
Epoch # 4620, Layer = 'output' | Units: 0.6750 | Patterns: 0.3000
Epoch # 4630 | TSS Error: 10.6265 | Correct: 0.7625 | RMS Error: 0.3645
Epoch # 4630, Layer = 'output' | Units: 0.7625 | Patterns: 0.5000
Epoch # 4640 | TSS Error: 5.6634 | Correct: 0.7500 | RMS Error: 0.2661
Epoch # 4640, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 4650 | TSS Error: 8.8784 | Correct: 0.8000 | RMS Error: 0.3331
Epoch # 4650, Layer = 'output' | Units: 0.8000 | Patterns: 0.6000
Epoch # 4660 | TSS Error: 8.1921 | Correct: 0.7875 | RMS Error: 0.3200
Epoch # 4660, Layer = 'output' | Units: 0.7875 | Patterns: 0.4000
Epoch # 4670 | TSS Error: 7.8152 | Correct: 0.6750 | RMS Error: 0.3126
Epoch # 4670, Layer = 'output' | Units: 0.6750 | Patterns: 0.3500
Epoch # 4680 | TSS Error: 7.6584 | Correct: 0.7125 | RMS Error: 0.3094
Epoch # 4680, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 4690 | TSS Error: 7.7634 | Correct: 0.7750 | RMS Error: 0.3115
Epoch # 4690, Layer = 'output' | Units: 0.7750 | Patterns: 0.5000
Epoch # 4700 | TSS Error: 8.7232 | Correct: 0.6625 | RMS Error: 0.3302
Epoch # 4700, Layer = 'output' | Units: 0.6625 | Patterns: 0.2500
Epoch # 4710 | TSS Error: 9.7487 | Correct: 0.7125 | RMS Error: 0.3491
Epoch # 4710, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 4720 | TSS Error: 8.7824 | Correct: 0.7125 | RMS Error: 0.3313
Epoch # 4720, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 4730 | TSS Error: 7.6729 | Correct: 0.7625 | RMS Error: 0.3097
Epoch # 4730, Layer = 'output' | Units: 0.7625 | Patterns: 0.5000
Epoch # 4740 | TSS Error: 8.9403 | Correct: 0.7125 | RMS Error: 0.3343
Epoch # 4740, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 4750 | TSS Error: 7.2385 | Correct: 0.7500 | RMS Error: 0.3008
Epoch # 4750, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 4760 | TSS Error: 10.3240 | Correct: 0.7000 | RMS Error: 0.3592
Epoch # 4760, Layer = 'output' | Units: 0.7000 | Patterns: 0.3000
Epoch # 4770 | TSS Error: 7.9853 | Correct: 0.7750 | RMS Error: 0.3159
Epoch # 4770, Layer = 'output' | Units: 0.7750 | Patterns: 0.3500
Epoch # 4780 | TSS Error: 10.5100 | Correct: 0.6875 | RMS Error: 0.3625
Epoch # 4780, Layer = 'output' | Units: 0.6875 | Patterns: 0.4000
Epoch # 4790 | TSS Error: 7.0902 | Correct: 0.7500 | RMS Error: 0.2977
Epoch # 4790, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 4800 | TSS Error: 9.6308 | Correct: 0.7875 | RMS Error: 0.3470
Epoch # 4800, Layer = 'output' | Units: 0.7875 | Patterns: 0.4000
Epoch # 4810 | TSS Error: 6.6243 | Correct: 0.7750 | RMS Error: 0.2878
Epoch # 4810, Layer = 'output' | Units: 0.7750 | Patterns: 0.4500
Epoch # 4820 | TSS Error: 9.2838 | Correct: 0.7125 | RMS Error: 0.3407
Epoch # 4820, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 4830 | TSS Error: 9.4575 | Correct: 0.6625 | RMS Error: 0.3438
Epoch # 4830, Layer = 'output' | Units: 0.6625 | Patterns: 0.2500
Epoch # 4840 | TSS Error: 5.8263 | Correct: 0.7500 | RMS Error: 0.2699
Epoch # 4840, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 4850 | TSS Error: 8.8907 | Correct: 0.6625 | RMS Error: 0.3334
Epoch # 4850, Layer = 'output' | Units: 0.6625 | Patterns: 0.2500
Epoch # 4860 | TSS Error: 9.4263 | Correct: 0.7125 | RMS Error: 0.3433
Epoch # 4860, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 4870 | TSS Error: 11.9937 | Correct: 0.7250 | RMS Error: 0.3872
Epoch # 4870, Layer = 'output' | Units: 0.7250 | Patterns: 0.3500
Epoch # 4880 | TSS Error: 9.1999 | Correct: 0.7375 | RMS Error: 0.3391
Epoch # 4880, Layer = 'output' | Units: 0.7375 | Patterns: 0.5000
Epoch # 4890 | TSS Error: 12.2559 | Correct: 0.7125 | RMS Error: 0.3914
Epoch # 4890, Layer = 'output' | Units: 0.7125 | Patterns: 0.3000
Epoch # 4900 | TSS Error: 5.3608 | Correct: 0.7875 | RMS Error: 0.2589
Epoch # 4900, Layer = 'output' | Units: 0.7875 | Patterns: 0.5000
Epoch # 4910 | TSS Error: 9.2170 | Correct: 0.7125 | RMS Error: 0.3394
Epoch # 4910, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 4920 | TSS Error: 6.9314 | Correct: 0.7500 | RMS Error: 0.2944
Epoch # 4920, Layer = 'output' | Units: 0.7500 | Patterns: 0.4000
Epoch # 4930 | TSS Error: 7.4710 | Correct: 0.8250 | RMS Error: 0.3056
Epoch # 4930, Layer = 'output' | Units: 0.8250 | Patterns: 0.6500
Epoch # 4940 | TSS Error: 6.9191 | Correct: 0.7750 | RMS Error: 0.2941
Epoch # 4940, Layer = 'output' | Units: 0.7750 | Patterns: 0.4500
Epoch # 4950 | TSS Error: 9.5599 | Correct: 0.7125 | RMS Error: 0.3457
Epoch # 4950, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 4960 | TSS Error: 5.8236 | Correct: 0.7500 | RMS Error: 0.2698
Epoch # 4960, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 4970 | TSS Error: 10.4967 | Correct: 0.8125 | RMS Error: 0.3622
Epoch # 4970, Layer = 'output' | Units: 0.8125 | Patterns: 0.5000
Epoch # 4980 | TSS Error: 7.4745 | Correct: 0.7750 | RMS Error: 0.3057
Epoch # 4980, Layer = 'output' | Units: 0.7750 | Patterns: 0.5000
Epoch # 4990 | TSS Error: 9.6993 | Correct: 0.7125 | RMS Error: 0.3482
Epoch # 4990, Layer = 'output' | Units: 0.7125 | Patterns: 0.4500
Epoch # 5000 | TSS Error: 11.1612 | Correct: 0.5875 | RMS Error: 0.3735
Epoch # 5000, Layer = 'output' | Units: 0.5875 | Patterns: 0.2000
Reset limit reached; ending without reaching goal
----------------------------------------------------
Final # 5000 | TSS Error: 11.1612 | Correct: 0.5875 | RMS Error: 0.3735
Final # 5000, Layer = 'output' | Units: 0.5875 | Patterns: 0.2000
----------------------------------------------------
>>> test()
Variations 0 1 2 3 4 5 6 7 8 9
Shape 0 0 0 0 0 0 0 0 0 0 0
Shape 1 1 1 1 1 1 1 1 1 1 1
Shape 2 1 X 1 X 1 X 1 X 1 X 1 X 1 X 1 X 1 X 1 X
Shape 3 3 3 3 3 3 3 1 X 3 3 1 X
# wrong: 12
>>>
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Epoch # 10 | TSS Error: 16.8287 | Correct: 0.2250 | RMS Error: 0.4586
Epoch # 10, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 20 | TSS Error: 17.4838 | Correct: 0.2875 | RMS Error: 0.4675
Epoch # 20, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 30 | TSS Error: 17.1115 | Correct: 0.4750 | RMS Error: 0.4625
Epoch # 30, Layer = 'output' | Units: 0.4750 | Patterns: 0.0000
Epoch # 40 | TSS Error: 12.3603 | Correct: 0.4875 | RMS Error: 0.3931
Epoch # 40, Layer = 'output' | Units: 0.4875 | Patterns: 0.0000
Epoch # 50 | TSS Error: 7.3752 | Correct: 0.5875 | RMS Error: 0.3036
Epoch # 50, Layer = 'output' | Units: 0.5875 | Patterns: 0.0500
Epoch # 60 | TSS Error: 11.9811 | Correct: 0.6625 | RMS Error: 0.3870
Epoch # 60, Layer = 'output' | Units: 0.6625 | Patterns: 0.2500
Epoch # 70 | TSS Error: 8.5214 | Correct: 0.7375 | RMS Error: 0.3264
Epoch # 70, Layer = 'output' | Units: 0.7375 | Patterns: 0.4500
Epoch # 80 | TSS Error: 9.4335 | Correct: 0.8375 | RMS Error: 0.3434
Epoch # 80, Layer = 'output' | Units: 0.8375 | Patterns: 0.6500
Epoch # 90 | TSS Error: 8.7422 | Correct: 0.7750 | RMS Error: 0.3306
Epoch # 90, Layer = 'output' | Units: 0.7750 | Patterns: 0.5000
Epoch # 100 | TSS Error: 8.5164 | Correct: 0.7375 | RMS Error: 0.3263
Epoch # 100, Layer = 'output' | Units: 0.7375 | Patterns: 0.4000
Epoch # 110 | TSS Error: 6.5552 | Correct: 0.7500 | RMS Error: 0.2863
Epoch # 110, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 120 | TSS Error: 4.7052 | Correct: 0.7250 | RMS Error: 0.2425
Epoch # 120, Layer = 'output' | Units: 0.7250 | Patterns: 0.2000
Epoch # 130 | TSS Error: 8.5278 | Correct: 0.7000 | RMS Error: 0.3265
Epoch # 130, Layer = 'output' | Units: 0.7000 | Patterns: 0.3000
Epoch # 140 | TSS Error: 6.7753 | Correct: 0.7500 | RMS Error: 0.2910
Epoch # 140, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 150 | TSS Error: 5.8267 | Correct: 0.7625 | RMS Error: 0.2699
Epoch # 150, Layer = 'output' | Units: 0.7625 | Patterns: 0.5000
Epoch # 160 | TSS Error: 9.3387 | Correct: 0.7250 | RMS Error: 0.3417
Epoch # 160, Layer = 'output' | Units: 0.7250 | Patterns: 0.4500
Epoch # 170 | TSS Error: 3.7740 | Correct: 0.8750 | RMS Error: 0.2172
Epoch # 170, Layer = 'output' | Units: 0.8750 | Patterns: 0.6000
Epoch # 180 | TSS Error: 3.5709 | Correct: 0.8875 | RMS Error: 0.2113
Epoch # 180, Layer = 'output' | Units: 0.8875 | Patterns: 0.7000
Epoch # 190 | TSS Error: 2.1419 | Correct: 0.9750 | RMS Error: 0.1636
Epoch # 190, Layer = 'output' | Units: 0.9750 | Patterns: 0.9500
----------------------------------------------------
Final # 195 | TSS Error: 0.3814 | Correct: 1.0000 | RMS Error: 0.0690
Final # 195, Layer = 'output' | Units: 1.0000 | Patterns: 1.0000
----------------------------------------------------
>>> test()
Variations 0 1 2 3 4 5 6 7 8 9
Shape 0 0 0 0 0 0 0 0 0 0 0
Shape 1 1 1 1 1 1 1 3 X 1 1 3 X
Shape 2 2 2 2 2 2 2 2 2 2 0 X
Shape 3 3 3 3 3 3 3 1 X 3 3 1 X
# wrong: 5
>>>
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Epoch # 10 | TSS Error: 17.6256 | Correct: 0.4250 | RMS Error: 0.4694
Epoch # 10, Layer = 'output' | Units: 0.4250 | Patterns: 0.0000
Epoch # 20 | TSS Error: 15.1880 | Correct: 0.5625 | RMS Error: 0.4357
Epoch # 20, Layer = 'output' | Units: 0.5625 | Patterns: 0.1500
Epoch # 30 | TSS Error: 12.2613 | Correct: 0.4875 | RMS Error: 0.3915
Epoch # 30, Layer = 'output' | Units: 0.4875 | Patterns: 0.0000
Epoch # 40 | TSS Error: 11.9168 | Correct: 0.5125 | RMS Error: 0.3860
Epoch # 40, Layer = 'output' | Units: 0.5125 | Patterns: 0.0000
Epoch # 50 | TSS Error: 9.7887 | Correct: 0.5625 | RMS Error: 0.3498
Epoch # 50, Layer = 'output' | Units: 0.5625 | Patterns: 0.1000
Epoch # 60 | TSS Error: 5.6659 | Correct: 0.7500 | RMS Error: 0.2661
Epoch # 60, Layer = 'output' | Units: 0.7500 | Patterns: 0.5000
Epoch # 70 | TSS Error: 6.6872 | Correct: 0.8000 | RMS Error: 0.2891
Epoch # 70, Layer = 'output' | Units: 0.8000 | Patterns: 0.6000
Epoch # 80 | TSS Error: 12.9280 | Correct: 0.7250 | RMS Error: 0.4020
Epoch # 80, Layer = 'output' | Units: 0.7250 | Patterns: 0.4500
----------------------------------------------------
Final # 87 | TSS Error: 0.3510 | Correct: 1.0000 | RMS Error: 0.0662
Final # 87, Layer = 'output' | Units: 1.0000 | Patterns: 1.0000
----------------------------------------------------
>>>
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Traceback (most recent call last):
File "<pyshell#9>", line 1, in -toplevel-
train()
File "C:\Documents and Settings\compsci\Desktop\Code\test.py", line 28, in train
if inputList[k][l-1] == 1 & inputList [k][l+1] == 0:
TypeError: unsupported operand type(s) for &: 'int' and 'float'
>>>
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Traceback (most recent call last):
File "<pyshell#10>", line 1, in -toplevel-
train()
File "C:\Documents and Settings\compsci\Desktop\Code\test.py", line 28, in train
if inputList[k][l-1] == 1.0 & inputList [k][l+1] == 0.0:
TypeError: unsupported operand type(s) for &: 'float' and 'float'
>>>
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Traceback (most recent call last):
File "<pyshell#11>", line 1, in -toplevel-
train()
File "C:\Documents and Settings\compsci\Desktop\Code\test.py", line 28, in train
if inputList[k][l-1] == 1.0 and inputList [k][l+1] == 0.0:
IndexError: list index out of range
>>>
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Epoch # 10 | TSS Error: 16.0940 | Correct: 0.3625 | RMS Error: 0.4485
Epoch # 10, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 20 | TSS Error: 17.0570 | Correct: 0.3125 | RMS Error: 0.4617
Epoch # 20, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 30 | TSS Error: 17.6538 | Correct: 0.3125 | RMS Error: 0.4698
Epoch # 30, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 40 | TSS Error: 17.3694 | Correct: 0.5375 | RMS Error: 0.4660
Epoch # 40, Layer = 'output' | Units: 0.5375 | Patterns: 0.0000
Epoch # 50 | TSS Error: 17.1725 | Correct: 0.3250 | RMS Error: 0.4633
Epoch # 50, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 60 | TSS Error: 17.4423 | Correct: 0.2500 | RMS Error: 0.4669
Epoch # 60, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 70 | TSS Error: 16.2805 | Correct: 0.3250 | RMS Error: 0.4511
Epoch # 70, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 80 | TSS Error: 15.8708 | Correct: 0.3500 | RMS Error: 0.4454
Epoch # 80, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 90 | TSS Error: 16.6317 | Correct: 0.3375 | RMS Error: 0.4560
Epoch # 90, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 100 | TSS Error: 18.8767 | Correct: 0.4000 | RMS Error: 0.4858
Epoch # 100, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 110 | TSS Error: 17.0963 | Correct: 0.4375 | RMS Error: 0.4623
Epoch # 110, Layer = 'output' | Units: 0.4375 | Patterns: 0.0000
Epoch # 120 | TSS Error: 15.9409 | Correct: 0.3000 | RMS Error: 0.4464
Epoch # 120, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 130 | TSS Error: 17.2814 | Correct: 0.3875 | RMS Error: 0.4648
Epoch # 130, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 140 | TSS Error: 16.6273 | Correct: 0.2375 | RMS Error: 0.4559
Epoch # 140, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 150 | TSS Error: 16.4389 | Correct: 0.1750 | RMS Error: 0.4533
Epoch # 150, Layer = 'output' | Units: 0.1750 | Patterns: 0.0000
Epoch # 160 | TSS Error: 16.7238 | Correct: 0.3500 | RMS Error: 0.4572
Epoch # 160, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 170 | TSS Error: 16.7672 | Correct: 0.5000 | RMS Error: 0.4578
Epoch # 170, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 180 | TSS Error: 16.8264 | Correct: 0.3250 | RMS Error: 0.4586
Epoch # 180, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 190 | TSS Error: 16.4339 | Correct: 0.1125 | RMS Error: 0.4532
Epoch # 190, Layer = 'output' | Units: 0.1125 | Patterns: 0.0000
Epoch # 200 | TSS Error: 17.4415 | Correct: 0.4625 | RMS Error: 0.4669
Epoch # 200, Layer = 'output' | Units: 0.4625 | Patterns: 0.0000
Epoch # 210 | TSS Error: 16.0997 | Correct: 0.2375 | RMS Error: 0.4486
Epoch # 210, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 220 | TSS Error: 18.3013 | Correct: 0.2750 | RMS Error: 0.4783
Epoch # 220, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 230 | TSS Error: 16.3792 | Correct: 0.3250 | RMS Error: 0.4525
Epoch # 230, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 240 | TSS Error: 16.4865 | Correct: 0.2250 | RMS Error: 0.4540
Epoch # 240, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 250 | TSS Error: 15.9711 | Correct: 0.2500 | RMS Error: 0.4468
Epoch # 250, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 260 | TSS Error: 16.4008 | Correct: 0.2500 | RMS Error: 0.4528
Epoch # 260, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 270 | TSS Error: 16.8874 | Correct: 0.3750 | RMS Error: 0.4594
Epoch # 270, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 280 | TSS Error: 16.5752 | Correct: 0.3625 | RMS Error: 0.4552
Epoch # 280, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 290 | TSS Error: 17.4002 | Correct: 0.3000 | RMS Error: 0.4664
Epoch # 290, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 300 | TSS Error: 15.9692 | Correct: 0.1875 | RMS Error: 0.4468
Epoch # 300, Layer = 'output' | Units: 0.1875 | Patterns: 0.0000
Epoch # 310 | TSS Error: 16.7933 | Correct: 0.2875 | RMS Error: 0.4582
Epoch # 310, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 320 | TSS Error: 17.6832 | Correct: 0.2500 | RMS Error: 0.4701
Epoch # 320, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 330 | TSS Error: 16.9344 | Correct: 0.3250 | RMS Error: 0.4601
Epoch # 330, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 340 | TSS Error: 16.6749 | Correct: 0.1875 | RMS Error: 0.4565
Epoch # 340, Layer = 'output' | Units: 0.1875 | Patterns: 0.0000
Epoch # 350 | TSS Error: 16.2965 | Correct: 0.2250 | RMS Error: 0.4513
Epoch # 350, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 360 | TSS Error: 16.9732 | Correct: 0.4125 | RMS Error: 0.4606
Epoch # 360, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 370 | TSS Error: 16.7372 | Correct: 0.3000 | RMS Error: 0.4574
Epoch # 370, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 380 | TSS Error: 16.5336 | Correct: 0.3875 | RMS Error: 0.4546
Epoch # 380, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 390 | TSS Error: 17.7707 | Correct: 0.3000 | RMS Error: 0.4713
Epoch # 390, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 400 | TSS Error: 16.8029 | Correct: 0.1500 | RMS Error: 0.4583
Epoch # 400, Layer = 'output' | Units: 0.1500 | Patterns: 0.0000
Epoch # 410 | TSS Error: 16.3529 | Correct: 0.4125 | RMS Error: 0.4521
Epoch # 410, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 420 | TSS Error: 17.4968 | Correct: 0.2875 | RMS Error: 0.4677
Epoch # 420, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 430 | TSS Error: 16.9623 | Correct: 0.3250 | RMS Error: 0.4605
Epoch # 430, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 440 | TSS Error: 16.1512 | Correct: 0.2750 | RMS Error: 0.4493
Epoch # 440, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 450 | TSS Error: 17.3612 | Correct: 0.3500 | RMS Error: 0.4658
Epoch # 450, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 460 | TSS Error: 15.9025 | Correct: 0.4000 | RMS Error: 0.4458
Epoch # 460, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 470 | TSS Error: 17.4019 | Correct: 0.3500 | RMS Error: 0.4664
Epoch # 470, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 480 | TSS Error: 16.3394 | Correct: 0.2500 | RMS Error: 0.4519
Epoch # 480, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 490 | TSS Error: 18.4874 | Correct: 0.4125 | RMS Error: 0.4807
Epoch # 490, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 500 | TSS Error: 16.2685 | Correct: 0.2375 | RMS Error: 0.4510
Epoch # 500, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 510 | TSS Error: 16.4847 | Correct: 0.2875 | RMS Error: 0.4539
Epoch # 510, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 520 | TSS Error: 17.1889 | Correct: 0.2500 | RMS Error: 0.4635
Epoch # 520, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 530 | TSS Error: 16.3234 | Correct: 0.3625 | RMS Error: 0.4517
Epoch # 530, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 540 | TSS Error: 17.1559 | Correct: 0.2625 | RMS Error: 0.4631
Epoch # 540, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 550 | TSS Error: 16.1651 | Correct: 0.3375 | RMS Error: 0.4495
Epoch # 550, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 560 | TSS Error: 16.3937 | Correct: 0.2750 | RMS Error: 0.4527
Epoch # 560, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 570 | TSS Error: 16.7563 | Correct: 0.2625 | RMS Error: 0.4577
Epoch # 570, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 580 | TSS Error: 16.7248 | Correct: 0.2750 | RMS Error: 0.4572
Epoch # 580, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 590 | TSS Error: 16.7608 | Correct: 0.2750 | RMS Error: 0.4577
Epoch # 590, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 600 | TSS Error: 16.5129 | Correct: 0.3375 | RMS Error: 0.4543
Epoch # 600, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 610 | TSS Error: 17.2037 | Correct: 0.2125 | RMS Error: 0.4637
Epoch # 610, Layer = 'output' | Units: 0.2125 | Patterns: 0.0000
Epoch # 620 | TSS Error: 17.6544 | Correct: 0.4125 | RMS Error: 0.4698
Epoch # 620, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 630 | TSS Error: 16.3551 | Correct: 0.2625 | RMS Error: 0.4521
Epoch # 630, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 640 | TSS Error: 16.3276 | Correct: 0.4000 | RMS Error: 0.4518
Epoch # 640, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 650 | TSS Error: 16.4141 | Correct: 0.2000 | RMS Error: 0.4530
Epoch # 650, Layer = 'output' | Units: 0.2000 | Patterns: 0.0000
Epoch # 660 | TSS Error: 16.6339 | Correct: 0.2750 | RMS Error: 0.4560
Epoch # 660, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 670 | TSS Error: 16.9864 | Correct: 0.2375 | RMS Error: 0.4608
Epoch # 670, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 680 | TSS Error: 16.5852 | Correct: 0.3250 | RMS Error: 0.4553
Epoch # 680, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 690 | TSS Error: 16.3747 | Correct: 0.2750 | RMS Error: 0.4524
Epoch # 690, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 700 | TSS Error: 15.8899 | Correct: 0.3750 | RMS Error: 0.4457
Epoch # 700, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 710 | TSS Error: 16.8795 | Correct: 0.3500 | RMS Error: 0.4593
Epoch # 710, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 720 | TSS Error: 17.0474 | Correct: 0.1125 | RMS Error: 0.4616
Epoch # 720, Layer = 'output' | Units: 0.1125 | Patterns: 0.0000
Epoch # 730 | TSS Error: 17.2181 | Correct: 0.1625 | RMS Error: 0.4639
Epoch # 730, Layer = 'output' | Units: 0.1625 | Patterns: 0.0000
Epoch # 740 | TSS Error: 16.3848 | Correct: 0.2500 | RMS Error: 0.4526
Epoch # 740, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 750 | TSS Error: 16.7134 | Correct: 0.2875 | RMS Error: 0.4571
Epoch # 750, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 760 | TSS Error: 16.6467 | Correct: 0.2625 | RMS Error: 0.4562
Epoch # 760, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 770 | TSS Error: 16.8901 | Correct: 0.1625 | RMS Error: 0.4595
Epoch # 770, Layer = 'output' | Units: 0.1625 | Patterns: 0.0000
Epoch # 780 | TSS Error: 17.7512 | Correct: 0.3875 | RMS Error: 0.4711
Epoch # 780, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 790 | TSS Error: 17.5575 | Correct: 0.4625 | RMS Error: 0.4685
Epoch # 790, Layer = 'output' | Units: 0.4625 | Patterns: 0.0000
Epoch # 800 | TSS Error: 18.2856 | Correct: 0.4750 | RMS Error: 0.4781
Epoch # 800, Layer = 'output' | Units: 0.4750 | Patterns: 0.0000
Epoch # 810 | TSS Error: 16.3910 | Correct: 0.3500 | RMS Error: 0.4526
Epoch # 810, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 820 | TSS Error: 17.0050 | Correct: 0.2625 | RMS Error: 0.4610
Epoch # 820, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 830 | TSS Error: 15.6509 | Correct: 0.2875 | RMS Error: 0.4423
Epoch # 830, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 840 | TSS Error: 16.8345 | Correct: 0.3500 | RMS Error: 0.4587
Epoch # 840, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 850 | TSS Error: 16.3540 | Correct: 0.3000 | RMS Error: 0.4521
Epoch # 850, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 860 | TSS Error: 16.8019 | Correct: 0.4500 | RMS Error: 0.4583
Epoch # 860, Layer = 'output' | Units: 0.4500 | Patterns: 0.0000
Epoch # 870 | TSS Error: 16.2844 | Correct: 0.2875 | RMS Error: 0.4512
Epoch # 870, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 880 | TSS Error: 16.5791 | Correct: 0.4000 | RMS Error: 0.4552
Epoch # 880, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 890 | TSS Error: 18.1833 | Correct: 0.4000 | RMS Error: 0.4768
Epoch # 890, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 900 | TSS Error: 17.3616 | Correct: 0.3125 | RMS Error: 0.4659
Epoch # 900, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 910 | TSS Error: 17.1809 | Correct: 0.3250 | RMS Error: 0.4634
Epoch # 910, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 920 | TSS Error: 17.4449 | Correct: 0.2375 | RMS Error: 0.4670
Epoch # 920, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 930 | TSS Error: 17.1899 | Correct: 0.3125 | RMS Error: 0.4635
Epoch # 930, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 940 | TSS Error: 16.7526 | Correct: 0.1875 | RMS Error: 0.4576
Epoch # 940, Layer = 'output' | Units: 0.1875 | Patterns: 0.0000
Epoch # 950 | TSS Error: 16.2607 | Correct: 0.1750 | RMS Error: 0.4508
Epoch # 950, Layer = 'output' | Units: 0.1750 | Patterns: 0.0000
Epoch # 960 | TSS Error: 18.3400 | Correct: 0.3750 | RMS Error: 0.4788
Epoch # 960, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 970 | TSS Error: 16.7177 | Correct: 0.3750 | RMS Error: 0.4571
Epoch # 970, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 980 | TSS Error: 16.2973 | Correct: 0.4125 | RMS Error: 0.4513
Epoch # 980, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 990 | TSS Error: 16.8724 | Correct: 0.3375 | RMS Error: 0.4592
Epoch # 990, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 1000 | TSS Error: 16.9378 | Correct: 0.2875 | RMS Error: 0.4601
Epoch # 1000, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 1010 | TSS Error: 17.0142 | Correct: 0.4625 | RMS Error: 0.4612
Epoch # 1010, Layer = 'output' | Units: 0.4625 | Patterns: 0.0000
Epoch # 1020 | TSS Error: 16.1710 | Correct: 0.3625 | RMS Error: 0.4496
Epoch # 1020, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 1030 | TSS Error: 16.5395 | Correct: 0.2375 | RMS Error: 0.4547
Epoch # 1030, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 1040 | TSS Error: 16.6832 | Correct: 0.3000 | RMS Error: 0.4567
Epoch # 1040, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 1050 | TSS Error: 17.1940 | Correct: 0.3125 | RMS Error: 0.4636
Epoch # 1050, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 1060 | TSS Error: 16.6660 | Correct: 0.3125 | RMS Error: 0.4564
Epoch # 1060, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 1070 | TSS Error: 15.9780 | Correct: 0.3125 | RMS Error: 0.4469
Epoch # 1070, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 1080 | TSS Error: 17.2242 | Correct: 0.2375 | RMS Error: 0.4640
Epoch # 1080, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 1090 | TSS Error: 17.0700 | Correct: 0.2000 | RMS Error: 0.4619
Epoch # 1090, Layer = 'output' | Units: 0.2000 | Patterns: 0.0000
Epoch # 1100 | TSS Error: 17.6834 | Correct: 0.2250 | RMS Error: 0.4702
Epoch # 1100, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 1110 | TSS Error: 16.3673 | Correct: 0.4375 | RMS Error: 0.4523
Epoch # 1110, Layer = 'output' | Units: 0.4375 | Patterns: 0.0000
Epoch # 1120 | TSS Error: 17.1490 | Correct: 0.3375 | RMS Error: 0.4630
Epoch # 1120, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 1130 | TSS Error: 17.1392 | Correct: 0.3375 | RMS Error: 0.4629
Epoch # 1130, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 1140 | TSS Error: 16.3756 | Correct: 0.3750 | RMS Error: 0.4524
Epoch # 1140, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 1150 | TSS Error: 17.4487 | Correct: 0.4000 | RMS Error: 0.4670
Epoch # 1150, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 1160 | TSS Error: 16.7541 | Correct: 0.3125 | RMS Error: 0.4576
Epoch # 1160, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 1170 | TSS Error: 16.7683 | Correct: 0.3000 | RMS Error: 0.4578
Epoch # 1170, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 1180 | TSS Error: 16.8194 | Correct: 0.2625 | RMS Error: 0.4585
Epoch # 1180, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 1190 | TSS Error: 16.4882 | Correct: 0.1500 | RMS Error: 0.4540
Epoch # 1190, Layer = 'output' | Units: 0.1500 | Patterns: 0.0000
Epoch # 1200 | TSS Error: 16.3257 | Correct: 0.3750 | RMS Error: 0.4517
Epoch # 1200, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 1210 | TSS Error: 17.0508 | Correct: 0.3125 | RMS Error: 0.4617
Epoch # 1210, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 1220 | TSS Error: 16.3870 | Correct: 0.2250 | RMS Error: 0.4526
Epoch # 1220, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 1230 | TSS Error: 16.0646 | Correct: 0.3750 | RMS Error: 0.4481
Epoch # 1230, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 1240 | TSS Error: 16.1604 | Correct: 0.3250 | RMS Error: 0.4495
Epoch # 1240, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 1250 | TSS Error: 16.3912 | Correct: 0.4250 | RMS Error: 0.4526
Epoch # 1250, Layer = 'output' | Units: 0.4250 | Patterns: 0.0000
Epoch # 1260 | TSS Error: 16.9097 | Correct: 0.3000 | RMS Error: 0.4598
Epoch # 1260, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 1270 | TSS Error: 16.3308 | Correct: 0.3250 | RMS Error: 0.4518
Epoch # 1270, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 1280 | TSS Error: 16.4845 | Correct: 0.2625 | RMS Error: 0.4539
Epoch # 1280, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 1290 | TSS Error: 15.7123 | Correct: 0.3250 | RMS Error: 0.4432
Epoch # 1290, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 1300 | TSS Error: 16.4543 | Correct: 0.2250 | RMS Error: 0.4535
Epoch # 1300, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 1310 | TSS Error: 17.3093 | Correct: 0.4000 | RMS Error: 0.4652
Epoch # 1310, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 1320 | TSS Error: 17.3225 | Correct: 0.4000 | RMS Error: 0.4653
Epoch # 1320, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 1330 | TSS Error: 16.6536 | Correct: 0.2750 | RMS Error: 0.4563
Epoch # 1330, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 1340 | TSS Error: 16.0678 | Correct: 0.2500 | RMS Error: 0.4482
Epoch # 1340, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 1350 | TSS Error: 16.1836 | Correct: 0.3250 | RMS Error: 0.4498
Epoch # 1350, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 1360 | TSS Error: 16.9048 | Correct: 0.1625 | RMS Error: 0.4597
Epoch # 1360, Layer = 'output' | Units: 0.1625 | Patterns: 0.0000
Epoch # 1370 | TSS Error: 17.1021 | Correct: 0.2500 | RMS Error: 0.4624
Epoch # 1370, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 1380 | TSS Error: 15.8160 | Correct: 0.2625 | RMS Error: 0.4446
Epoch # 1380, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 1390 | TSS Error: 16.6441 | Correct: 0.3125 | RMS Error: 0.4561
Epoch # 1390, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 1400 | TSS Error: 16.8050 | Correct: 0.2625 | RMS Error: 0.4583
Epoch # 1400, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 1410 | TSS Error: 15.7691 | Correct: 0.2500 | RMS Error: 0.4440
Epoch # 1410, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 1420 | TSS Error: 16.2181 | Correct: 0.3625 | RMS Error: 0.4503
Epoch # 1420, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 1430 | TSS Error: 16.6004 | Correct: 0.5000 | RMS Error: 0.4555
Epoch # 1430, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 1440 | TSS Error: 16.7797 | Correct: 0.2875 | RMS Error: 0.4580
Epoch # 1440, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 1450 | TSS Error: 16.1566 | Correct: 0.1125 | RMS Error: 0.4494
Epoch # 1450, Layer = 'output' | Units: 0.1125 | Patterns: 0.0000
Epoch # 1460 | TSS Error: 15.9668 | Correct: 0.2750 | RMS Error: 0.4467
Epoch # 1460, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 1470 | TSS Error: 16.6663 | Correct: 0.2875 | RMS Error: 0.4564
Epoch # 1470, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 1480 | TSS Error: 17.1331 | Correct: 0.3125 | RMS Error: 0.4628
Epoch # 1480, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 1490 | TSS Error: 17.0877 | Correct: 0.2875 | RMS Error: 0.4622
Epoch # 1490, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 1500 | TSS Error: 15.4944 | Correct: 0.3250 | RMS Error: 0.4401
Epoch # 1500, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 1510 | TSS Error: 16.3127 | Correct: 0.3375 | RMS Error: 0.4516
Epoch # 1510, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 1520 | TSS Error: 16.6510 | Correct: 0.3000 | RMS Error: 0.4562
Epoch # 1520, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 1530 | TSS Error: 16.6822 | Correct: 0.2875 | RMS Error: 0.4566
Epoch # 1530, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 1540 | TSS Error: 15.6743 | Correct: 0.2500 | RMS Error: 0.4426
Epoch # 1540, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 1550 | TSS Error: 16.5345 | Correct: 0.3125 | RMS Error: 0.4546
Epoch # 1550, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 1560 | TSS Error: 16.4133 | Correct: 0.1875 | RMS Error: 0.4530
Epoch # 1560, Layer = 'output' | Units: 0.1875 | Patterns: 0.0000
Epoch # 1570 | TSS Error: 17.0657 | Correct: 0.4125 | RMS Error: 0.4619
Epoch # 1570, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 1580 | TSS Error: 17.7357 | Correct: 0.2875 | RMS Error: 0.4708
Epoch # 1580, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 1590 | TSS Error: 16.0292 | Correct: 0.4000 | RMS Error: 0.4476
Epoch # 1590, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 1600 | TSS Error: 17.0864 | Correct: 0.2500 | RMS Error: 0.4621
Epoch # 1600, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 1610 | TSS Error: 18.1276 | Correct: 0.2750 | RMS Error: 0.4760
Epoch # 1610, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 1620 | TSS Error: 17.2878 | Correct: 0.2500 | RMS Error: 0.4649
Epoch # 1620, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 1630 | TSS Error: 17.5404 | Correct: 0.4250 | RMS Error: 0.4682
Epoch # 1630, Layer = 'output' | Units: 0.4250 | Patterns: 0.0000
Epoch # 1640 | TSS Error: 16.3966 | Correct: 0.2750 | RMS Error: 0.4527
Epoch # 1640, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 1650 | TSS Error: 16.5252 | Correct: 0.2000 | RMS Error: 0.4545
Epoch # 1650, Layer = 'output' | Units: 0.2000 | Patterns: 0.0000
Epoch # 1660 | TSS Error: 16.3844 | Correct: 0.3250 | RMS Error: 0.4526
Epoch # 1660, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 1670 | TSS Error: 16.1777 | Correct: 0.1750 | RMS Error: 0.4497
Epoch # 1670, Layer = 'output' | Units: 0.1750 | Patterns: 0.0000
Epoch # 1680 | TSS Error: 15.9495 | Correct: 0.3750 | RMS Error: 0.4465
Epoch # 1680, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 1690 | TSS Error: 17.3223 | Correct: 0.2750 | RMS Error: 0.4653
Epoch # 1690, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 1700 | TSS Error: 16.7685 | Correct: 0.3625 | RMS Error: 0.4578
Epoch # 1700, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 1710 | TSS Error: 16.8665 | Correct: 0.3625 | RMS Error: 0.4592
Epoch # 1710, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 1720 | TSS Error: 16.7366 | Correct: 0.2875 | RMS Error: 0.4574
Epoch # 1720, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 1730 | TSS Error: 18.1748 | Correct: 0.3375 | RMS Error: 0.4766
Epoch # 1730, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 1740 | TSS Error: 16.8947 | Correct: 0.2375 | RMS Error: 0.4595
Epoch # 1740, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 1750 | TSS Error: 16.3902 | Correct: 0.3625 | RMS Error: 0.4526
Epoch # 1750, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 1760 | TSS Error: 16.5215 | Correct: 0.2500 | RMS Error: 0.4544
Epoch # 1760, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 1770 | TSS Error: 17.0972 | Correct: 0.2250 | RMS Error: 0.4623
Epoch # 1770, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 1780 | TSS Error: 17.0792 | Correct: 0.2875 | RMS Error: 0.4620
Epoch # 1780, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 1790 | TSS Error: 16.3762 | Correct: 0.3500 | RMS Error: 0.4524
Epoch # 1790, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 1800 | TSS Error: 16.7458 | Correct: 0.2500 | RMS Error: 0.4575
Epoch # 1800, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 1810 | TSS Error: 16.3304 | Correct: 0.1625 | RMS Error: 0.4518
Epoch # 1810, Layer = 'output' | Units: 0.1625 | Patterns: 0.0000
Epoch # 1820 | TSS Error: 16.1719 | Correct: 0.2875 | RMS Error: 0.4496
Epoch # 1820, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 1830 | TSS Error: 17.9994 | Correct: 0.3250 | RMS Error: 0.4743
Epoch # 1830, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 1840 | TSS Error: 16.1881 | Correct: 0.2625 | RMS Error: 0.4498
Epoch # 1840, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 1850 | TSS Error: 16.3639 | Correct: 0.4375 | RMS Error: 0.4523
Epoch # 1850, Layer = 'output' | Units: 0.4375 | Patterns: 0.0000
Epoch # 1860 | TSS Error: 16.5579 | Correct: 0.3250 | RMS Error: 0.4549
Epoch # 1860, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 1870 | TSS Error: 16.3160 | Correct: 0.2750 | RMS Error: 0.4516
Epoch # 1870, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 1880 | TSS Error: 16.8643 | Correct: 0.5000 | RMS Error: 0.4591
Epoch # 1880, Layer = 'output' | Units: 0.5000 | Patterns: 0.0000
Epoch # 1890 | TSS Error: 15.9584 | Correct: 0.2375 | RMS Error: 0.4466
Epoch # 1890, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 1900 | TSS Error: 16.8786 | Correct: 0.3000 | RMS Error: 0.4593
Epoch # 1900, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 1910 | TSS Error: 16.4423 | Correct: 0.3750 | RMS Error: 0.4534
Epoch # 1910, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 1920 | TSS Error: 16.8032 | Correct: 0.2250 | RMS Error: 0.4583
Epoch # 1920, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 1930 | TSS Error: 17.2142 | Correct: 0.3500 | RMS Error: 0.4639
Epoch # 1930, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 1940 | TSS Error: 17.4312 | Correct: 0.2625 | RMS Error: 0.4668
Epoch # 1940, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 1950 | TSS Error: 16.2581 | Correct: 0.2875 | RMS Error: 0.4508
Epoch # 1950, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 1960 | TSS Error: 16.2634 | Correct: 0.2125 | RMS Error: 0.4509
Epoch # 1960, Layer = 'output' | Units: 0.2125 | Patterns: 0.0000
Epoch # 1970 | TSS Error: 16.9132 | Correct: 0.2625 | RMS Error: 0.4598
Epoch # 1970, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 1980 | TSS Error: 15.8740 | Correct: 0.1375 | RMS Error: 0.4454
Epoch # 1980, Layer = 'output' | Units: 0.1375 | Patterns: 0.0000
Epoch # 1990 | TSS Error: 17.0465 | Correct: 0.3500 | RMS Error: 0.4616
Epoch # 1990, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 2000 | TSS Error: 17.0526 | Correct: 0.4500 | RMS Error: 0.4617
Epoch # 2000, Layer = 'output' | Units: 0.4500 | Patterns: 0.0000
Epoch # 2010 | TSS Error: 16.9628 | Correct: 0.3750 | RMS Error: 0.4605
Epoch # 2010, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 2020 | TSS Error: 16.4123 | Correct: 0.3125 | RMS Error: 0.4529
Epoch # 2020, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 2030 | TSS Error: 17.2522 | Correct: 0.2875 | RMS Error: 0.4644
Epoch # 2030, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 2040 | TSS Error: 16.2557 | Correct: 0.3625 | RMS Error: 0.4508
Epoch # 2040, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 2050 | TSS Error: 16.3660 | Correct: 0.2000 | RMS Error: 0.4523
Epoch # 2050, Layer = 'output' | Units: 0.2000 | Patterns: 0.0000
Epoch # 2060 | TSS Error: 16.5023 | Correct: 0.2000 | RMS Error: 0.4542
Epoch # 2060, Layer = 'output' | Units: 0.2000 | Patterns: 0.0000
Epoch # 2070 | TSS Error: 17.3135 | Correct: 0.4125 | RMS Error: 0.4652
Epoch # 2070, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 2080 | TSS Error: 16.8898 | Correct: 0.3375 | RMS Error: 0.4595
Epoch # 2080, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 2090 | TSS Error: 16.1965 | Correct: 0.4000 | RMS Error: 0.4500
Epoch # 2090, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 2100 | TSS Error: 16.6914 | Correct: 0.3375 | RMS Error: 0.4568
Epoch # 2100, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 2110 | TSS Error: 16.5802 | Correct: 0.2750 | RMS Error: 0.4553
Epoch # 2110, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 2120 | TSS Error: 16.3201 | Correct: 0.3750 | RMS Error: 0.4517
Epoch # 2120, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 2130 | TSS Error: 17.0745 | Correct: 0.2625 | RMS Error: 0.4620
Epoch # 2130, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 2140 | TSS Error: 15.5243 | Correct: 0.3125 | RMS Error: 0.4405
Epoch # 2140, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 2150 | TSS Error: 17.3232 | Correct: 0.4250 | RMS Error: 0.4653
Epoch # 2150, Layer = 'output' | Units: 0.4250 | Patterns: 0.0000
Epoch # 2160 | TSS Error: 17.2060 | Correct: 0.2125 | RMS Error: 0.4638
Epoch # 2160, Layer = 'output' | Units: 0.2125 | Patterns: 0.0000
Epoch # 2170 | TSS Error: 15.9648 | Correct: 0.4875 | RMS Error: 0.4467
Epoch # 2170, Layer = 'output' | Units: 0.4875 | Patterns: 0.0000
Epoch # 2180 | TSS Error: 16.8824 | Correct: 0.2375 | RMS Error: 0.4594
Epoch # 2180, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 2190 | TSS Error: 16.3118 | Correct: 0.3000 | RMS Error: 0.4515
Epoch # 2190, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 2200 | TSS Error: 16.4544 | Correct: 0.3000 | RMS Error: 0.4535
Epoch # 2200, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 2210 | TSS Error: 15.8144 | Correct: 0.2125 | RMS Error: 0.4446
Epoch # 2210, Layer = 'output' | Units: 0.2125 | Patterns: 0.0000
Epoch # 2220 | TSS Error: 17.6265 | Correct: 0.3000 | RMS Error: 0.4694
Epoch # 2220, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 2230 | TSS Error: 16.5713 | Correct: 0.3500 | RMS Error: 0.4551
Epoch # 2230, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 2240 | TSS Error: 16.2130 | Correct: 0.2125 | RMS Error: 0.4502
Epoch # 2240, Layer = 'output' | Units: 0.2125 | Patterns: 0.0000
Epoch # 2250 | TSS Error: 17.6470 | Correct: 0.4250 | RMS Error: 0.4697
Epoch # 2250, Layer = 'output' | Units: 0.4250 | Patterns: 0.0000
Epoch # 2260 | TSS Error: 18.2955 | Correct: 0.3875 | RMS Error: 0.4782
Epoch # 2260, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 2270 | TSS Error: 16.9403 | Correct: 0.2500 | RMS Error: 0.4602
Epoch # 2270, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 2280 | TSS Error: 17.5277 | Correct: 0.4375 | RMS Error: 0.4681
Epoch # 2280, Layer = 'output' | Units: 0.4375 | Patterns: 0.0000
Epoch # 2290 | TSS Error: 16.8639 | Correct: 0.3875 | RMS Error: 0.4591
Epoch # 2290, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 2300 | TSS Error: 15.6352 | Correct: 0.4000 | RMS Error: 0.4421
Epoch # 2300, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 2310 | TSS Error: 16.7508 | Correct: 0.1625 | RMS Error: 0.4576
Epoch # 2310, Layer = 'output' | Units: 0.1625 | Patterns: 0.0000
Epoch # 2320 | TSS Error: 16.5722 | Correct: 0.3375 | RMS Error: 0.4551
Epoch # 2320, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 2330 | TSS Error: 16.6414 | Correct: 0.2625 | RMS Error: 0.4561
Epoch # 2330, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 2340 | TSS Error: 16.9433 | Correct: 0.3125 | RMS Error: 0.4602
Epoch # 2340, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 2350 | TSS Error: 16.2875 | Correct: 0.2625 | RMS Error: 0.4512
Epoch # 2350, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 2360 | TSS Error: 17.2802 | Correct: 0.2125 | RMS Error: 0.4648
Epoch # 2360, Layer = 'output' | Units: 0.2125 | Patterns: 0.0000
Epoch # 2370 | TSS Error: 16.3964 | Correct: 0.1875 | RMS Error: 0.4527
Epoch # 2370, Layer = 'output' | Units: 0.1875 | Patterns: 0.0000
Epoch # 2380 | TSS Error: 16.7799 | Correct: 0.3125 | RMS Error: 0.4580
Epoch # 2380, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 2390 | TSS Error: 16.3703 | Correct: 0.2375 | RMS Error: 0.4524
Epoch # 2390, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 2400 | TSS Error: 16.1507 | Correct: 0.2250 | RMS Error: 0.4493
Epoch # 2400, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 2410 | TSS Error: 16.5222 | Correct: 0.2750 | RMS Error: 0.4545
Epoch # 2410, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 2420 | TSS Error: 16.5981 | Correct: 0.2375 | RMS Error: 0.4555
Epoch # 2420, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 2430 | TSS Error: 15.9441 | Correct: 0.2500 | RMS Error: 0.4464
Epoch # 2430, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 2440 | TSS Error: 16.6021 | Correct: 0.4750 | RMS Error: 0.4555
Epoch # 2440, Layer = 'output' | Units: 0.4750 | Patterns: 0.0000
Epoch # 2450 | TSS Error: 17.8142 | Correct: 0.3875 | RMS Error: 0.4719
Epoch # 2450, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 2460 | TSS Error: 16.6448 | Correct: 0.3500 | RMS Error: 0.4561
Epoch # 2460, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 2470 | TSS Error: 16.4706 | Correct: 0.1750 | RMS Error: 0.4537
Epoch # 2470, Layer = 'output' | Units: 0.1750 | Patterns: 0.0000
Epoch # 2480 | TSS Error: 16.3266 | Correct: 0.3125 | RMS Error: 0.4518
Epoch # 2480, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 2490 | TSS Error: 16.5135 | Correct: 0.1875 | RMS Error: 0.4543
Epoch # 2490, Layer = 'output' | Units: 0.1875 | Patterns: 0.0000
Epoch # 2500 | TSS Error: 16.8620 | Correct: 0.2375 | RMS Error: 0.4591
Epoch # 2500, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 2510 | TSS Error: 16.0401 | Correct: 0.2000 | RMS Error: 0.4478
Epoch # 2510, Layer = 'output' | Units: 0.2000 | Patterns: 0.0000
Epoch # 2520 | TSS Error: 17.0840 | Correct: 0.3375 | RMS Error: 0.4621
Epoch # 2520, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 2530 | TSS Error: 17.1077 | Correct: 0.3750 | RMS Error: 0.4624
Epoch # 2530, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 2540 | TSS Error: 16.7545 | Correct: 0.3250 | RMS Error: 0.4576
Epoch # 2540, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 2550 | TSS Error: 16.2514 | Correct: 0.2000 | RMS Error: 0.4507
Epoch # 2550, Layer = 'output' | Units: 0.2000 | Patterns: 0.0000
Epoch # 2560 | TSS Error: 16.1904 | Correct: 0.2625 | RMS Error: 0.4499
Epoch # 2560, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 2570 | TSS Error: 16.5458 | Correct: 0.3875 | RMS Error: 0.4548
Epoch # 2570, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 2580 | TSS Error: 16.8283 | Correct: 0.3750 | RMS Error: 0.4586
Epoch # 2580, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 2590 | TSS Error: 16.7378 | Correct: 0.1875 | RMS Error: 0.4574
Epoch # 2590, Layer = 'output' | Units: 0.1875 | Patterns: 0.0000
Epoch # 2600 | TSS Error: 16.8283 | Correct: 0.3250 | RMS Error: 0.4586
Epoch # 2600, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 2610 | TSS Error: 17.2138 | Correct: 0.2000 | RMS Error: 0.4639
Epoch # 2610, Layer = 'output' | Units: 0.2000 | Patterns: 0.0000
Epoch # 2620 | TSS Error: 17.4005 | Correct: 0.3875 | RMS Error: 0.4664
Epoch # 2620, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 2630 | TSS Error: 17.2640 | Correct: 0.3250 | RMS Error: 0.4645
Epoch # 2630, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 2640 | TSS Error: 16.2569 | Correct: 0.2000 | RMS Error: 0.4508
Epoch # 2640, Layer = 'output' | Units: 0.2000 | Patterns: 0.0000
Epoch # 2650 | TSS Error: 17.7658 | Correct: 0.5375 | RMS Error: 0.4712
Epoch # 2650, Layer = 'output' | Units: 0.5375 | Patterns: 0.0000
Epoch # 2660 | TSS Error: 16.4509 | Correct: 0.4625 | RMS Error: 0.4535
Epoch # 2660, Layer = 'output' | Units: 0.4625 | Patterns: 0.0000
Epoch # 2670 | TSS Error: 16.3721 | Correct: 0.3500 | RMS Error: 0.4524
Epoch # 2670, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 2680 | TSS Error: 16.3389 | Correct: 0.2875 | RMS Error: 0.4519
Epoch # 2680, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 2690 | TSS Error: 16.9780 | Correct: 0.2875 | RMS Error: 0.4607
Epoch # 2690, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 2700 | TSS Error: 16.3811 | Correct: 0.3375 | RMS Error: 0.4525
Epoch # 2700, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 2710 | TSS Error: 16.7767 | Correct: 0.3000 | RMS Error: 0.4579
Epoch # 2710, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 2720 | TSS Error: 16.0255 | Correct: 0.3500 | RMS Error: 0.4476
Epoch # 2720, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 2730 | TSS Error: 16.4988 | Correct: 0.3000 | RMS Error: 0.4541
Epoch # 2730, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 2740 | TSS Error: 16.2556 | Correct: 0.3000 | RMS Error: 0.4508
Epoch # 2740, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 2750 | TSS Error: 16.7483 | Correct: 0.2250 | RMS Error: 0.4576
Epoch # 2750, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 2760 | TSS Error: 15.8036 | Correct: 0.2375 | RMS Error: 0.4445
Epoch # 2760, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 2770 | TSS Error: 17.1501 | Correct: 0.4250 | RMS Error: 0.4630
Epoch # 2770, Layer = 'output' | Units: 0.4250 | Patterns: 0.0000
Epoch # 2780 | TSS Error: 16.7597 | Correct: 0.4375 | RMS Error: 0.4577
Epoch # 2780, Layer = 'output' | Units: 0.4375 | Patterns: 0.0000
Epoch # 2790 | TSS Error: 17.6915 | Correct: 0.4000 | RMS Error: 0.4703
Epoch # 2790, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 2800 | TSS Error: 16.3507 | Correct: 0.2625 | RMS Error: 0.4521
Epoch # 2800, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 2810 | TSS Error: 16.3316 | Correct: 0.3375 | RMS Error: 0.4518
Epoch # 2810, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 2820 | TSS Error: 18.2646 | Correct: 0.3750 | RMS Error: 0.4778
Epoch # 2820, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 2830 | TSS Error: 16.5215 | Correct: 0.0875 | RMS Error: 0.4544
Epoch # 2830, Layer = 'output' | Units: 0.0875 | Patterns: 0.0000
Epoch # 2840 | TSS Error: 16.5895 | Correct: 0.3000 | RMS Error: 0.4554
Epoch # 2840, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 2850 | TSS Error: 18.5725 | Correct: 0.3875 | RMS Error: 0.4818
Epoch # 2850, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 2860 | TSS Error: 17.0889 | Correct: 0.2750 | RMS Error: 0.4622
Epoch # 2860, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 2870 | TSS Error: 17.1577 | Correct: 0.3500 | RMS Error: 0.4631
Epoch # 2870, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 2880 | TSS Error: 17.3912 | Correct: 0.3000 | RMS Error: 0.4663
Epoch # 2880, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 2890 | TSS Error: 16.6495 | Correct: 0.4125 | RMS Error: 0.4562
Epoch # 2890, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 2900 | TSS Error: 16.3350 | Correct: 0.2750 | RMS Error: 0.4519
Epoch # 2900, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 2910 | TSS Error: 16.5026 | Correct: 0.3125 | RMS Error: 0.4542
Epoch # 2910, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 2920 | TSS Error: 16.3616 | Correct: 0.1875 | RMS Error: 0.4522
Epoch # 2920, Layer = 'output' | Units: 0.1875 | Patterns: 0.0000
Epoch # 2930 | TSS Error: 16.5983 | Correct: 0.2625 | RMS Error: 0.4555
Epoch # 2930, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 2940 | TSS Error: 16.7756 | Correct: 0.2875 | RMS Error: 0.4579
Epoch # 2940, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 2950 | TSS Error: 17.0473 | Correct: 0.2375 | RMS Error: 0.4616
Epoch # 2950, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 2960 | TSS Error: 17.0653 | Correct: 0.2250 | RMS Error: 0.4619
Epoch # 2960, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 2970 | TSS Error: 16.4970 | Correct: 0.3625 | RMS Error: 0.4541
Epoch # 2970, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 2980 | TSS Error: 16.9099 | Correct: 0.3000 | RMS Error: 0.4598
Epoch # 2980, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 2990 | TSS Error: 16.3272 | Correct: 0.3250 | RMS Error: 0.4518
Epoch # 2990, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 3000 | TSS Error: 17.4416 | Correct: 0.3500 | RMS Error: 0.4669
Epoch # 3000, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 3010 | TSS Error: 16.8691 | Correct: 0.2250 | RMS Error: 0.4592
Epoch # 3010, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 3020 | TSS Error: 16.5731 | Correct: 0.4375 | RMS Error: 0.4552
Epoch # 3020, Layer = 'output' | Units: 0.4375 | Patterns: 0.0000
Epoch # 3030 | TSS Error: 16.0532 | Correct: 0.3375 | RMS Error: 0.4480
Epoch # 3030, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 3040 | TSS Error: 16.4624 | Correct: 0.4000 | RMS Error: 0.4536
Epoch # 3040, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 3050 | TSS Error: 17.0523 | Correct: 0.3875 | RMS Error: 0.4617
Epoch # 3050, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 3060 | TSS Error: 17.1966 | Correct: 0.4250 | RMS Error: 0.4636
Epoch # 3060, Layer = 'output' | Units: 0.4250 | Patterns: 0.0000
Epoch # 3070 | TSS Error: 15.9637 | Correct: 0.1500 | RMS Error: 0.4467
Epoch # 3070, Layer = 'output' | Units: 0.1500 | Patterns: 0.0000
Epoch # 3080 | TSS Error: 15.9653 | Correct: 0.1750 | RMS Error: 0.4467
Epoch # 3080, Layer = 'output' | Units: 0.1750 | Patterns: 0.0000
Epoch # 3090 | TSS Error: 17.7306 | Correct: 0.4875 | RMS Error: 0.4708
Epoch # 3090, Layer = 'output' | Units: 0.4875 | Patterns: 0.0000
Epoch # 3100 | TSS Error: 17.2116 | Correct: 0.3125 | RMS Error: 0.4638
Epoch # 3100, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 3110 | TSS Error: 17.6734 | Correct: 0.3375 | RMS Error: 0.4700
Epoch # 3110, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 3120 | TSS Error: 15.9296 | Correct: 0.3125 | RMS Error: 0.4462
Epoch # 3120, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 3130 | TSS Error: 16.5840 | Correct: 0.4875 | RMS Error: 0.4553
Epoch # 3130, Layer = 'output' | Units: 0.4875 | Patterns: 0.0000
Epoch # 3140 | TSS Error: 17.6154 | Correct: 0.4375 | RMS Error: 0.4692
Epoch # 3140, Layer = 'output' | Units: 0.4375 | Patterns: 0.0000
Epoch # 3150 | TSS Error: 17.6944 | Correct: 0.3875 | RMS Error: 0.4703
Epoch # 3150, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 3160 | TSS Error: 17.1171 | Correct: 0.3000 | RMS Error: 0.4626
Epoch # 3160, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 3170 | TSS Error: 17.0730 | Correct: 0.3625 | RMS Error: 0.4620
Epoch # 3170, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 3180 | TSS Error: 16.5054 | Correct: 0.2250 | RMS Error: 0.4542
Epoch # 3180, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 3190 | TSS Error: 16.5796 | Correct: 0.3625 | RMS Error: 0.4552
Epoch # 3190, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 3200 | TSS Error: 16.9336 | Correct: 0.3000 | RMS Error: 0.4601
Epoch # 3200, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 3210 | TSS Error: 16.8092 | Correct: 0.1500 | RMS Error: 0.4584
Epoch # 3210, Layer = 'output' | Units: 0.1500 | Patterns: 0.0000
Epoch # 3220 | TSS Error: 16.9146 | Correct: 0.1625 | RMS Error: 0.4598
Epoch # 3220, Layer = 'output' | Units: 0.1625 | Patterns: 0.0000
Epoch # 3230 | TSS Error: 16.1008 | Correct: 0.2875 | RMS Error: 0.4486
Epoch # 3230, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 3240 | TSS Error: 17.0580 | Correct: 0.2625 | RMS Error: 0.4618
Epoch # 3240, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 3250 | TSS Error: 16.8575 | Correct: 0.3750 | RMS Error: 0.4590
Epoch # 3250, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 3260 | TSS Error: 17.4484 | Correct: 0.3375 | RMS Error: 0.4670
Epoch # 3260, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 3270 | TSS Error: 17.8902 | Correct: 0.2250 | RMS Error: 0.4729
Epoch # 3270, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 3280 | TSS Error: 16.3980 | Correct: 0.2375 | RMS Error: 0.4527
Epoch # 3280, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 3290 | TSS Error: 17.3536 | Correct: 0.3625 | RMS Error: 0.4657
Epoch # 3290, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 3300 | TSS Error: 16.8686 | Correct: 0.3500 | RMS Error: 0.4592
Epoch # 3300, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 3310 | TSS Error: 16.9682 | Correct: 0.3500 | RMS Error: 0.4605
Epoch # 3310, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 3320 | TSS Error: 16.3942 | Correct: 0.3375 | RMS Error: 0.4527
Epoch # 3320, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 3330 | TSS Error: 16.3924 | Correct: 0.4500 | RMS Error: 0.4527
Epoch # 3330, Layer = 'output' | Units: 0.4500 | Patterns: 0.0000
Epoch # 3340 | TSS Error: 16.8187 | Correct: 0.2750 | RMS Error: 0.4585
Epoch # 3340, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 3350 | TSS Error: 15.9836 | Correct: 0.3125 | RMS Error: 0.4470
Epoch # 3350, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 3360 | TSS Error: 16.0995 | Correct: 0.2250 | RMS Error: 0.4486
Epoch # 3360, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 3370 | TSS Error: 17.0392 | Correct: 0.3625 | RMS Error: 0.4615
Epoch # 3370, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 3380 | TSS Error: 16.7183 | Correct: 0.3375 | RMS Error: 0.4571
Epoch # 3380, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 3390 | TSS Error: 16.6134 | Correct: 0.4625 | RMS Error: 0.4557
Epoch # 3390, Layer = 'output' | Units: 0.4625 | Patterns: 0.0000
Epoch # 3400 | TSS Error: 17.7923 | Correct: 0.3250 | RMS Error: 0.4716
Epoch # 3400, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 3410 | TSS Error: 16.2954 | Correct: 0.2750 | RMS Error: 0.4513
Epoch # 3410, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 3420 | TSS Error: 15.8387 | Correct: 0.2125 | RMS Error: 0.4450
Epoch # 3420, Layer = 'output' | Units: 0.2125 | Patterns: 0.0000
Epoch # 3430 | TSS Error: 17.2045 | Correct: 0.2250 | RMS Error: 0.4637
Epoch # 3430, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 3440 | TSS Error: 16.3104 | Correct: 0.4000 | RMS Error: 0.4515
Epoch # 3440, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 3450 | TSS Error: 16.8514 | Correct: 0.2000 | RMS Error: 0.4590
Epoch # 3450, Layer = 'output' | Units: 0.2000 | Patterns: 0.0000
Epoch # 3460 | TSS Error: 17.5825 | Correct: 0.4000 | RMS Error: 0.4688
Epoch # 3460, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 3470 | TSS Error: 16.3652 | Correct: 0.3750 | RMS Error: 0.4523
Epoch # 3470, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 3480 | TSS Error: 16.9850 | Correct: 0.3875 | RMS Error: 0.4608
Epoch # 3480, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 3490 | TSS Error: 17.1648 | Correct: 0.2125 | RMS Error: 0.4632
Epoch # 3490, Layer = 'output' | Units: 0.2125 | Patterns: 0.0000
Epoch # 3500 | TSS Error: 16.3072 | Correct: 0.2500 | RMS Error: 0.4515
Epoch # 3500, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 3510 | TSS Error: 17.1178 | Correct: 0.2750 | RMS Error: 0.4626
Epoch # 3510, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 3520 | TSS Error: 16.3443 | Correct: 0.1750 | RMS Error: 0.4520
Epoch # 3520, Layer = 'output' | Units: 0.1750 | Patterns: 0.0000
Epoch # 3530 | TSS Error: 16.5381 | Correct: 0.3375 | RMS Error: 0.4547
Epoch # 3530, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 3540 | TSS Error: 16.3116 | Correct: 0.2250 | RMS Error: 0.4515
Epoch # 3540, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 3550 | TSS Error: 16.0456 | Correct: 0.3875 | RMS Error: 0.4479
Epoch # 3550, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 3560 | TSS Error: 16.4654 | Correct: 0.2750 | RMS Error: 0.4537
Epoch # 3560, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 3570 | TSS Error: 16.1275 | Correct: 0.3750 | RMS Error: 0.4490
Epoch # 3570, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 3580 | TSS Error: 17.3025 | Correct: 0.2875 | RMS Error: 0.4651
Epoch # 3580, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 3590 | TSS Error: 17.0905 | Correct: 0.2875 | RMS Error: 0.4622
Epoch # 3590, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 3600 | TSS Error: 16.8723 | Correct: 0.3750 | RMS Error: 0.4592
Epoch # 3600, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 3610 | TSS Error: 16.8681 | Correct: 0.2750 | RMS Error: 0.4592
Epoch # 3610, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 3620 | TSS Error: 16.9949 | Correct: 0.2500 | RMS Error: 0.4609
Epoch # 3620, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 3630 | TSS Error: 17.0406 | Correct: 0.4000 | RMS Error: 0.4615
Epoch # 3630, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 3640 | TSS Error: 17.1325 | Correct: 0.3000 | RMS Error: 0.4628
Epoch # 3640, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 3650 | TSS Error: 16.5929 | Correct: 0.2375 | RMS Error: 0.4554
Epoch # 3650, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 3660 | TSS Error: 17.1435 | Correct: 0.1500 | RMS Error: 0.4629
Epoch # 3660, Layer = 'output' | Units: 0.1500 | Patterns: 0.0000
Epoch # 3670 | TSS Error: 16.5907 | Correct: 0.1750 | RMS Error: 0.4554
Epoch # 3670, Layer = 'output' | Units: 0.1750 | Patterns: 0.0000
Epoch # 3680 | TSS Error: 16.5711 | Correct: 0.3625 | RMS Error: 0.4551
Epoch # 3680, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 3690 | TSS Error: 17.2756 | Correct: 0.3375 | RMS Error: 0.4647
Epoch # 3690, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 3700 | TSS Error: 17.1767 | Correct: 0.4625 | RMS Error: 0.4634
Epoch # 3700, Layer = 'output' | Units: 0.4625 | Patterns: 0.0000
Epoch # 3710 | TSS Error: 16.6973 | Correct: 0.3250 | RMS Error: 0.4569
Epoch # 3710, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 3720 | TSS Error: 16.2807 | Correct: 0.1250 | RMS Error: 0.4511
Epoch # 3720, Layer = 'output' | Units: 0.1250 | Patterns: 0.0000
Epoch # 3730 | TSS Error: 16.8520 | Correct: 0.3000 | RMS Error: 0.4590
Epoch # 3730, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 3740 | TSS Error: 16.5268 | Correct: 0.4000 | RMS Error: 0.4545
Epoch # 3740, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 3750 | TSS Error: 17.3503 | Correct: 0.3000 | RMS Error: 0.4657
Epoch # 3750, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 3760 | TSS Error: 16.8718 | Correct: 0.3125 | RMS Error: 0.4592
Epoch # 3760, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 3770 | TSS Error: 16.7904 | Correct: 0.4375 | RMS Error: 0.4581
Epoch # 3770, Layer = 'output' | Units: 0.4375 | Patterns: 0.0000
Epoch # 3780 | TSS Error: 16.9454 | Correct: 0.2875 | RMS Error: 0.4602
Epoch # 3780, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 3790 | TSS Error: 17.3766 | Correct: 0.3500 | RMS Error: 0.4661
Epoch # 3790, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 3800 | TSS Error: 17.2156 | Correct: 0.2250 | RMS Error: 0.4639
Epoch # 3800, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 3810 | TSS Error: 16.6219 | Correct: 0.3000 | RMS Error: 0.4558
Epoch # 3810, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 3820 | TSS Error: 16.3889 | Correct: 0.4000 | RMS Error: 0.4526
Epoch # 3820, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 3830 | TSS Error: 16.1360 | Correct: 0.4125 | RMS Error: 0.4491
Epoch # 3830, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 3840 | TSS Error: 16.9575 | Correct: 0.4125 | RMS Error: 0.4604
Epoch # 3840, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 3850 | TSS Error: 16.5160 | Correct: 0.2375 | RMS Error: 0.4544
Epoch # 3850, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 3860 | TSS Error: 16.6848 | Correct: 0.3000 | RMS Error: 0.4567
Epoch # 3860, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 3870 | TSS Error: 16.4722 | Correct: 0.3375 | RMS Error: 0.4538
Epoch # 3870, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 3880 | TSS Error: 16.6676 | Correct: 0.2750 | RMS Error: 0.4564
Epoch # 3880, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 3890 | TSS Error: 17.2265 | Correct: 0.3625 | RMS Error: 0.4640
Epoch # 3890, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 3900 | TSS Error: 16.7090 | Correct: 0.2625 | RMS Error: 0.4570
Epoch # 3900, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 3910 | TSS Error: 16.6279 | Correct: 0.3875 | RMS Error: 0.4559
Epoch # 3910, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 3920 | TSS Error: 17.8244 | Correct: 0.3500 | RMS Error: 0.4720
Epoch # 3920, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 3930 | TSS Error: 17.2932 | Correct: 0.3250 | RMS Error: 0.4649
Epoch # 3930, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 3940 | TSS Error: 17.6172 | Correct: 0.3875 | RMS Error: 0.4693
Epoch # 3940, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 3950 | TSS Error: 16.6581 | Correct: 0.3500 | RMS Error: 0.4563
Epoch # 3950, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 3960 | TSS Error: 16.8259 | Correct: 0.3250 | RMS Error: 0.4586
Epoch # 3960, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 3970 | TSS Error: 17.3261 | Correct: 0.2375 | RMS Error: 0.4654
Epoch # 3970, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 3980 | TSS Error: 16.6200 | Correct: 0.3125 | RMS Error: 0.4558
Epoch # 3980, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 3990 | TSS Error: 18.1819 | Correct: 0.4125 | RMS Error: 0.4767
Epoch # 3990, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 4000 | TSS Error: 16.7938 | Correct: 0.3750 | RMS Error: 0.4582
Epoch # 4000, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 4010 | TSS Error: 16.9978 | Correct: 0.3250 | RMS Error: 0.4609
Epoch # 4010, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 4020 | TSS Error: 17.1935 | Correct: 0.4625 | RMS Error: 0.4636
Epoch # 4020, Layer = 'output' | Units: 0.4625 | Patterns: 0.0000
Epoch # 4030 | TSS Error: 17.1982 | Correct: 0.2250 | RMS Error: 0.4637
Epoch # 4030, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 4040 | TSS Error: 16.8643 | Correct: 0.3375 | RMS Error: 0.4591
Epoch # 4040, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 4050 | TSS Error: 16.4711 | Correct: 0.2250 | RMS Error: 0.4537
Epoch # 4050, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 4060 | TSS Error: 16.1793 | Correct: 0.1125 | RMS Error: 0.4497
Epoch # 4060, Layer = 'output' | Units: 0.1125 | Patterns: 0.0000
Epoch # 4070 | TSS Error: 16.5836 | Correct: 0.2500 | RMS Error: 0.4553
Epoch # 4070, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 4080 | TSS Error: 17.5242 | Correct: 0.4125 | RMS Error: 0.4680
Epoch # 4080, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 4090 | TSS Error: 16.7997 | Correct: 0.3625 | RMS Error: 0.4583
Epoch # 4090, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 4100 | TSS Error: 16.6520 | Correct: 0.3000 | RMS Error: 0.4562
Epoch # 4100, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 4110 | TSS Error: 16.8626 | Correct: 0.2750 | RMS Error: 0.4591
Epoch # 4110, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 4120 | TSS Error: 16.8059 | Correct: 0.1625 | RMS Error: 0.4583
Epoch # 4120, Layer = 'output' | Units: 0.1625 | Patterns: 0.0000
Epoch # 4130 | TSS Error: 16.1262 | Correct: 0.3000 | RMS Error: 0.4490
Epoch # 4130, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 4140 | TSS Error: 16.3382 | Correct: 0.2125 | RMS Error: 0.4519
Epoch # 4140, Layer = 'output' | Units: 0.2125 | Patterns: 0.0000
Epoch # 4150 | TSS Error: 16.7593 | Correct: 0.2375 | RMS Error: 0.4577
Epoch # 4150, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 4160 | TSS Error: 16.4566 | Correct: 0.3750 | RMS Error: 0.4535
Epoch # 4160, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 4170 | TSS Error: 18.4161 | Correct: 0.3500 | RMS Error: 0.4798
Epoch # 4170, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 4180 | TSS Error: 16.9843 | Correct: 0.3875 | RMS Error: 0.4608
Epoch # 4180, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 4190 | TSS Error: 16.1775 | Correct: 0.3625 | RMS Error: 0.4497
Epoch # 4190, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 4200 | TSS Error: 16.4207 | Correct: 0.2625 | RMS Error: 0.4531
Epoch # 4200, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 4210 | TSS Error: 17.5190 | Correct: 0.4000 | RMS Error: 0.4680
Epoch # 4210, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 4220 | TSS Error: 16.4487 | Correct: 0.4500 | RMS Error: 0.4534
Epoch # 4220, Layer = 'output' | Units: 0.4500 | Patterns: 0.0000
Epoch # 4230 | TSS Error: 17.7245 | Correct: 0.3875 | RMS Error: 0.4707
Epoch # 4230, Layer = 'output' | Units: 0.3875 | Patterns: 0.0000
Epoch # 4240 | TSS Error: 16.2209 | Correct: 0.2375 | RMS Error: 0.4503
Epoch # 4240, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 4250 | TSS Error: 16.5314 | Correct: 0.1875 | RMS Error: 0.4546
Epoch # 4250, Layer = 'output' | Units: 0.1875 | Patterns: 0.0000
Epoch # 4260 | TSS Error: 16.8119 | Correct: 0.2500 | RMS Error: 0.4584
Epoch # 4260, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 4270 | TSS Error: 16.6204 | Correct: 0.2000 | RMS Error: 0.4558
Epoch # 4270, Layer = 'output' | Units: 0.2000 | Patterns: 0.0000
Epoch # 4280 | TSS Error: 16.4479 | Correct: 0.3000 | RMS Error: 0.4534
Epoch # 4280, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 4290 | TSS Error: 16.6482 | Correct: 0.2875 | RMS Error: 0.4562
Epoch # 4290, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 4300 | TSS Error: 16.7568 | Correct: 0.3750 | RMS Error: 0.4577
Epoch # 4300, Layer = 'output' | Units: 0.3750 | Patterns: 0.0000
Epoch # 4310 | TSS Error: 16.2985 | Correct: 0.3375 | RMS Error: 0.4514
Epoch # 4310, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 4320 | TSS Error: 16.2967 | Correct: 0.2250 | RMS Error: 0.4513
Epoch # 4320, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 4330 | TSS Error: 16.6944 | Correct: 0.2625 | RMS Error: 0.4568
Epoch # 4330, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 4340 | TSS Error: 17.2112 | Correct: 0.3125 | RMS Error: 0.4638
Epoch # 4340, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 4350 | TSS Error: 16.3259 | Correct: 0.2750 | RMS Error: 0.4517
Epoch # 4350, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 4360 | TSS Error: 17.4901 | Correct: 0.4750 | RMS Error: 0.4676
Epoch # 4360, Layer = 'output' | Units: 0.4750 | Patterns: 0.0000
Epoch # 4370 | TSS Error: 17.7830 | Correct: 0.4250 | RMS Error: 0.4715
Epoch # 4370, Layer = 'output' | Units: 0.4250 | Patterns: 0.0000
Epoch # 4380 | TSS Error: 16.6498 | Correct: 0.2250 | RMS Error: 0.4562
Epoch # 4380, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 4390 | TSS Error: 17.0084 | Correct: 0.2125 | RMS Error: 0.4611
Epoch # 4390, Layer = 'output' | Units: 0.2125 | Patterns: 0.0000
Epoch # 4400 | TSS Error: 16.2011 | Correct: 0.3125 | RMS Error: 0.4500
Epoch # 4400, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 4410 | TSS Error: 16.6735 | Correct: 0.1750 | RMS Error: 0.4565
Epoch # 4410, Layer = 'output' | Units: 0.1750 | Patterns: 0.0000
Epoch # 4420 | TSS Error: 16.6291 | Correct: 0.2500 | RMS Error: 0.4559
Epoch # 4420, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 4430 | TSS Error: 16.7205 | Correct: 0.2000 | RMS Error: 0.4572
Epoch # 4430, Layer = 'output' | Units: 0.2000 | Patterns: 0.0000
Epoch # 4440 | TSS Error: 17.0251 | Correct: 0.2625 | RMS Error: 0.4613
Epoch # 4440, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 4450 | TSS Error: 16.6048 | Correct: 0.4125 | RMS Error: 0.4556
Epoch # 4450, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 4460 | TSS Error: 17.0452 | Correct: 0.4125 | RMS Error: 0.4616
Epoch # 4460, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 4470 | TSS Error: 16.4739 | Correct: 0.3250 | RMS Error: 0.4538
Epoch # 4470, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 4480 | TSS Error: 16.2478 | Correct: 0.1750 | RMS Error: 0.4507
Epoch # 4480, Layer = 'output' | Units: 0.1750 | Patterns: 0.0000
Epoch # 4490 | TSS Error: 17.3933 | Correct: 0.3250 | RMS Error: 0.4663
Epoch # 4490, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 4500 | TSS Error: 16.1165 | Correct: 0.4125 | RMS Error: 0.4488
Epoch # 4500, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 4510 | TSS Error: 16.5449 | Correct: 0.2875 | RMS Error: 0.4548
Epoch # 4510, Layer = 'output' | Units: 0.2875 | Patterns: 0.0000
Epoch # 4520 | TSS Error: 17.8642 | Correct: 0.3500 | RMS Error: 0.4725
Epoch # 4520, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 4530 | TSS Error: 17.0779 | Correct: 0.2625 | RMS Error: 0.4620
Epoch # 4530, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 4540 | TSS Error: 16.5709 | Correct: 0.3625 | RMS Error: 0.4551
Epoch # 4540, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 4550 | TSS Error: 16.7799 | Correct: 0.2750 | RMS Error: 0.4580
Epoch # 4550, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 4560 | TSS Error: 15.7985 | Correct: 0.3375 | RMS Error: 0.4444
Epoch # 4560, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 4570 | TSS Error: 15.9977 | Correct: 0.2625 | RMS Error: 0.4472
Epoch # 4570, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 4580 | TSS Error: 16.4553 | Correct: 0.3625 | RMS Error: 0.4535
Epoch # 4580, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 4590 | TSS Error: 17.1945 | Correct: 0.2750 | RMS Error: 0.4636
Epoch # 4590, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 4600 | TSS Error: 17.7592 | Correct: 0.2375 | RMS Error: 0.4712
Epoch # 4600, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 4610 | TSS Error: 16.4641 | Correct: 0.2500 | RMS Error: 0.4537
Epoch # 4610, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 4620 | TSS Error: 16.9635 | Correct: 0.4500 | RMS Error: 0.4605
Epoch # 4620, Layer = 'output' | Units: 0.4500 | Patterns: 0.0000
Epoch # 4630 | TSS Error: 16.3432 | Correct: 0.1750 | RMS Error: 0.4520
Epoch # 4630, Layer = 'output' | Units: 0.1750 | Patterns: 0.0000
Epoch # 4640 | TSS Error: 16.3131 | Correct: 0.1750 | RMS Error: 0.4516
Epoch # 4640, Layer = 'output' | Units: 0.1750 | Patterns: 0.0000
Epoch # 4650 | TSS Error: 18.3345 | Correct: 0.4500 | RMS Error: 0.4787
Epoch # 4650, Layer = 'output' | Units: 0.4500 | Patterns: 0.0000
Epoch # 4660 | TSS Error: 17.0854 | Correct: 0.3625 | RMS Error: 0.4621
Epoch # 4660, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 4670 | TSS Error: 16.5282 | Correct: 0.3000 | RMS Error: 0.4545
Epoch # 4670, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 4680 | TSS Error: 16.9335 | Correct: 0.2375 | RMS Error: 0.4601
Epoch # 4680, Layer = 'output' | Units: 0.2375 | Patterns: 0.0000
Epoch # 4690 | TSS Error: 16.9584 | Correct: 0.4250 | RMS Error: 0.4604
Epoch # 4690, Layer = 'output' | Units: 0.4250 | Patterns: 0.0000
Epoch # 4700 | TSS Error: 16.7336 | Correct: 0.3500 | RMS Error: 0.4574
Epoch # 4700, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 4710 | TSS Error: 17.5333 | Correct: 0.3125 | RMS Error: 0.4682
Epoch # 4710, Layer = 'output' | Units: 0.3125 | Patterns: 0.0000
Epoch # 4720 | TSS Error: 17.6913 | Correct: 0.3375 | RMS Error: 0.4703
Epoch # 4720, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 4730 | TSS Error: 16.6542 | Correct: 0.2250 | RMS Error: 0.4563
Epoch # 4730, Layer = 'output' | Units: 0.2250 | Patterns: 0.0000
Epoch # 4740 | TSS Error: 17.1564 | Correct: 0.3500 | RMS Error: 0.4631
Epoch # 4740, Layer = 'output' | Units: 0.3500 | Patterns: 0.0000
Epoch # 4750 | TSS Error: 16.7845 | Correct: 0.3000 | RMS Error: 0.4580
Epoch # 4750, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 4760 | TSS Error: 17.2150 | Correct: 0.4250 | RMS Error: 0.4639
Epoch # 4760, Layer = 'output' | Units: 0.4250 | Patterns: 0.0000
Epoch # 4770 | TSS Error: 17.1252 | Correct: 0.4000 | RMS Error: 0.4627
Epoch # 4770, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 4780 | TSS Error: 17.6522 | Correct: 0.2750 | RMS Error: 0.4697
Epoch # 4780, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 4790 | TSS Error: 16.7030 | Correct: 0.1875 | RMS Error: 0.4569
Epoch # 4790, Layer = 'output' | Units: 0.1875 | Patterns: 0.0000
Epoch # 4800 | TSS Error: 16.6711 | Correct: 0.4500 | RMS Error: 0.4565
Epoch # 4800, Layer = 'output' | Units: 0.4500 | Patterns: 0.0000
Epoch # 4810 | TSS Error: 16.7381 | Correct: 0.3375 | RMS Error: 0.4574
Epoch # 4810, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 4820 | TSS Error: 16.5203 | Correct: 0.4625 | RMS Error: 0.4544
Epoch # 4820, Layer = 'output' | Units: 0.4625 | Patterns: 0.0000
Epoch # 4830 | TSS Error: 16.3506 | Correct: 0.4375 | RMS Error: 0.4521
Epoch # 4830, Layer = 'output' | Units: 0.4375 | Patterns: 0.0000
Epoch # 4840 | TSS Error: 17.1059 | Correct: 0.4375 | RMS Error: 0.4624
Epoch # 4840, Layer = 'output' | Units: 0.4375 | Patterns: 0.0000
Epoch # 4850 | TSS Error: 17.3926 | Correct: 0.3375 | RMS Error: 0.4663
Epoch # 4850, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 4860 | TSS Error: 17.3906 | Correct: 0.3250 | RMS Error: 0.4662
Epoch # 4860, Layer = 'output' | Units: 0.3250 | Patterns: 0.0000
Epoch # 4870 | TSS Error: 16.9430 | Correct: 0.3000 | RMS Error: 0.4602
Epoch # 4870, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 4880 | TSS Error: 16.4587 | Correct: 0.2750 | RMS Error: 0.4536
Epoch # 4880, Layer = 'output' | Units: 0.2750 | Patterns: 0.0000
Epoch # 4890 | TSS Error: 16.5294 | Correct: 0.2625 | RMS Error: 0.4546
Epoch # 4890, Layer = 'output' | Units: 0.2625 | Patterns: 0.0000
Epoch # 4900 | TSS Error: 16.7110 | Correct: 0.3375 | RMS Error: 0.4570
Epoch # 4900, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Epoch # 4910 | TSS Error: 16.4512 | Correct: 0.2125 | RMS Error: 0.4535
Epoch # 4910, Layer = 'output' | Units: 0.2125 | Patterns: 0.0000
Epoch # 4920 | TSS Error: 17.1926 | Correct: 0.3625 | RMS Error: 0.4636
Epoch # 4920, Layer = 'output' | Units: 0.3625 | Patterns: 0.0000
Epoch # 4930 | TSS Error: 16.2002 | Correct: 0.4375 | RMS Error: 0.4500
Epoch # 4930, Layer = 'output' | Units: 0.4375 | Patterns: 0.0000
Epoch # 4940 | TSS Error: 17.1116 | Correct: 0.4125 | RMS Error: 0.4625
Epoch # 4940, Layer = 'output' | Units: 0.4125 | Patterns: 0.0000
Epoch # 4950 | TSS Error: 16.9771 | Correct: 0.2500 | RMS Error: 0.4607
Epoch # 4950, Layer = 'output' | Units: 0.2500 | Patterns: 0.0000
Epoch # 4960 | TSS Error: 16.2447 | Correct: 0.4000 | RMS Error: 0.4506
Epoch # 4960, Layer = 'output' | Units: 0.4000 | Patterns: 0.0000
Epoch # 4970 | TSS Error: 16.1574 | Correct: 0.3000 | RMS Error: 0.4494
Epoch # 4970, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 4980 | TSS Error: 16.4485 | Correct: 0.3000 | RMS Error: 0.4534
Epoch # 4980, Layer = 'output' | Units: 0.3000 | Patterns: 0.0000
Epoch # 4990 | TSS Error: 17.6231 | Correct: 0.5500 | RMS Error: 0.4693
Epoch # 4990, Layer = 'output' | Units: 0.5500 | Patterns: 0.0000
Epoch # 5000 | TSS Error: 15.9373 | Correct: 0.3375 | RMS Error: 0.4463
Epoch # 5000, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
Reset limit reached; ending without reaching goal
----------------------------------------------------
Final # 5000 | TSS Error: 15.9373 | Correct: 0.3375 | RMS Error: 0.4463
Final # 5000, Layer = 'output' | Units: 0.3375 | Patterns: 0.0000
----------------------------------------------------
>>>
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Epoch # 10 | TSS Error: 14.5152 | Correct: 0.5500 | RMS Error: 0.4260
Epoch # 10, Layer = 'output' | Units: 0.5500 | Patterns: 0.0000
Epoch # 20 | TSS Error: 11.8415 | Correct: 0.7875 | RMS Error: 0.3847
Epoch # 20, Layer = 'output' | Units: 0.7875 | Patterns: 0.5500
Epoch # 30 | TSS Error: 4.2670 | Correct: 0.8500 | RMS Error: 0.2309
Epoch # 30, Layer = 'output' | Units: 0.8500 | Patterns: 0.6000
Epoch # 40 | TSS Error: 8.6377 | Correct: 0.7625 | RMS Error: 0.3286
Epoch # 40, Layer = 'output' | Units: 0.7625 | Patterns: 0.4500
----------------------------------------------------
Final # 48 | TSS Error: 0.2398 | Correct: 1.0000 | RMS Error: 0.0548
Final # 48, Layer = 'output' | Units: 1.0000 | Patterns: 1.0000
----------------------------------------------------
>>> test()
Variations 0 1 2 3 4 5 6 7 8 9
Shape 0 0 0 0 0 0 0 0 0 0 0
Shape 1 1 1 1 1 1 1 3 X 1 1 3 X
Shape 2 2 0 X 2 0 X 2 2 2 0 X 0 X 2
Shape 3 3 3 3 3 3 3 3 3 3 3
# wrong: 6
