-
Overview: https://minitorch.github.io/module1.html
This module requires operators.py and module.py from Module 0
cp ../Module-0/operators.py ../Module-0/module.py minitorch/
- Tests:
python run_tests.py
Configuración del entrenamiento
PTS = 50
DATASET = datasets.Xor(PTS, vis=True)
HIDDEN = 10
RATE = 0.5
Registro de entrenamiento
Epoch 0 loss 34.23367701392514 correct 31
Epoch 10 loss 29.304202396278807 correct 35
Epoch 20 loss 27.12411247679289 correct 37
Epoch 30 loss 25.025693483018067 correct 37
Epoch 40 loss 22.234273632256905 correct 39
Epoch 50 loss 20.03648725274366 correct 43
Epoch 60 loss 19.032367410808465 correct 43
Epoch 70 loss 17.0015148918288 correct 44
Epoch 80 loss 14.681997812671831 correct 45
Epoch 90 loss 14.53315559982747 correct 45
Epoch 100 loss 13.908523781379607 correct 45
Epoch 110 loss 12.350035817296183 correct 45
Epoch 120 loss 11.946484021210885 correct 45
Epoch 130 loss 11.50055513805136 correct 45
Epoch 140 loss 11.16053701375132 correct 45
Epoch 150 loss 10.258337723099412 correct 45
Epoch 160 loss 10.23211290957903 correct 45
Epoch 170 loss 9.481057373217325 correct 45
Epoch 180 loss 9.218857433918771 correct 45
Epoch 190 loss 8.242639334995252 correct 45
Epoch 200 loss 7.93223251487617 correct 45
Epoch 210 loss 7.066502958587908 correct 45
Epoch 220 loss 7.361996454648359 correct 45
Epoch 230 loss 6.18422569402493 correct 45
Epoch 240 loss 5.649926237508184 correct 45
Epoch 250 loss 4.017779106997091 correct 48
Epoch 260 loss 2.8401775524673125 correct 50
Epoch 270 loss 2.6257439533880174 correct 50
Epoch 280 loss 2.465561486093927 correct 50
Epoch 290 loss 2.102458946799692 correct 50
Epoch 300 loss 1.9150637366053433 correct 50
Epoch 310 loss 1.7596518886307557 correct 50
Epoch 320 loss 1.5875530834830465 correct 50
Epoch 330 loss 1.4519217375343916 correct 50
Epoch 340 loss 1.270870391766446 correct 50
Epoch 350 loss 1.1797158399657555 correct 50
Epoch 360 loss 1.0985016515521524 correct 50
Epoch 370 loss 1.0295293348085677 correct 50
Epoch 380 loss 0.9661988142573389 correct 50
Epoch 390 loss 0.909632151655527 correct 50
Epoch 400 loss 0.8591641762670343 correct 50
Epoch 410 loss 0.8151202464048595 correct 50
Epoch 420 loss 0.7707360448212239 correct 50
Epoch 430 loss 0.7330237663059941 correct 50
Epoch 440 loss 0.7038448214326283 correct 50
Epoch 450 loss 0.6714133611047655 correct 50
Epoch 460 loss 0.6415772070939127 correct 50
Epoch 470 loss 0.6055785070349236 correct 50
Epoch 480 loss 0.5790915649370875 correct 50
Epoch 490 loss 0.5605285985406321 correct 50