How to use keras for XOR

Question

I want to practice keras by code a xor, but the result is not right, the followed is my code, thanks for everybody to help me.

from keras.models import Seque         


        

Answer 1

If I increase the number of epochs in your code to 50000 it does often converge to the right answer for me, just takes a little while :)

It does often get stuck, though. I get better convergence properties if I change your loss function to 'mean_squared_error', which is a smoother function.

I get still faster convergence if I use the Adam or RMSProp optimizers. My final compile line, which works:

model.compile(loss='mse', optimizer='adam')
...
model.fit(train_data, label, nb_epoch = 10000,batch_size = 4,verbose = 1,shuffle=True,show_accuracy = True)