provided_datasets = [
training_set,
testing_set
]
net1 = Ann(
structure=[784, 150, 10],
datasets=provided_datasets,
activation_function=[T.nnet.sigmoid, T.nnet.sigmoid, T.nnet.sigmoid],
learning_rate=0.1,
regression_layer=SumOfSquaredErrors
)
net1.train(100)
minor_demo(net1)
net2 = Ann(
structure=[784, 150, 10],
datasets=provided_datasets,
activation_function=[T.nnet.sigmoid, T.nnet.sigmoid, T.nnet.sigmoid],
learning_rate=0.2,
regression_layer=SumOfSquaredErrors
)
net2.train(100)
minor_demo(net2)
net3 = Ann(
structure=[784, 200, 40, 10],
datasets=provided_datasets,
def test(self):
minor_demo(self.net)
