Network structure:			(2 2 1) 
Epochs:					2000
Test after every N epochs:		50
Learning rate (eta):			0.35
Momentum (alpha):			0.90
Noise?:					0
Training data:				xor.train
Testing data:			        xor.test


Epoch 0.

Training.
 0.0 0.0 --> 0.5   (target = 0.1)
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 0.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)
Testing.
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)

Epoch 50.

Training.
 0.0 0.0 --> 0.5   (target = 0.1)
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 0.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)
Testing.
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)

Epoch 100.

Training.
 0.0 0.0 --> 0.5   (target = 0.1)
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 0.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)
Testing.
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)

Epoch 150.

Training.
 0.0 0.0 --> 0.5   (target = 0.1)
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 0.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)
Testing.
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)

Epoch 200.

Training.
 0.0 0.0 --> 0.5   (target = 0.1)
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 0.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)
Testing.
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)

Epoch 250.

Training.
 0.0 0.0 --> 0.5   (target = 0.1)
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 0.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)
Testing.
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)

Epoch 300.

Training.
 0.0 0.0 --> 0.5   (target = 0.1)
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 0.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)
Testing.
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)

Epoch 350.

Training.
 0.0 0.0 --> 0.5   (target = 0.1)
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 0.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)
Testing.
 0.0 1.0 --> 0.5   (target = 0.9)
 1.0 1.0 --> 0.5   (target = 0.1)

Epoch 400.

Training.
 0.0 0.0 --> 0.3   (target = 0.1)
 0.0 1.0 --> 0.6   (target = 0.9)
 1.0 0.0 --> 0.6   (target = 0.9)
 1.0 1.0 --> 0.6   (target = 0.1)
Testing.
 0.0 1.0 --> 0.6   (target = 0.9)
 1.0 1.0 --> 0.6   (target = 0.1)

Epoch 450.

Training.
 0.0 0.0 --> 0.2   (target = 0.1)
 0.0 1.0 --> 0.6   (target = 0.9)
 1.0 0.0 --> 0.6   (target = 0.9)
 1.0 1.0 --> 0.6   (target = 0.1)
Testing.
 0.0 1.0 --> 0.6   (target = 0.9)
 1.0 1.0 --> 0.6   (target = 0.1)

Epoch 500.

Training.
 0.0 0.0 --> 0.2   (target = 0.1)
 0.0 1.0 --> 0.8   (target = 0.9)
 1.0 0.0 --> 0.8   (target = 0.9)
 1.0 1.0 --> 0.3   (target = 0.1)
Testing.
 0.0 1.0 --> 0.8   (target = 0.9)
 1.0 1.0 --> 0.3   (target = 0.1)

Epoch 550.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.2   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.2   (target = 0.1)

Epoch 600.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 650.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 700.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 750.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 800.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 850.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 900.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 950.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1000.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1050.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1100.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1150.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1200.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1250.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1300.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1350.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1400.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1450.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1500.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1550.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1600.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1650.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1700.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1750.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1800.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1850.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1900.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)

Epoch 1950.

Training.
 0.0 0.0 --> 0.1   (target = 0.1)
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 0.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)
Testing.
 0.0 1.0 --> 0.9   (target = 0.9)
 1.0 1.0 --> 0.1   (target = 0.1)


Weights:

(1 0 1 1.8372557)
(1 0 2 4.8927083)
(1 1 1 -5.465177)
(1 1 2 -3.4105031)
(1 2 1 -5.471467)
(1 2 2 -3.4115586)
(2 0 1 -3.0380073)
(2 1 1 -6.6606865)
(2 2 1 6.6358705)