i have images 100X100 size for training, but on gpu it can not work (out of 
memory). I can not train it on gpu with 2gb memory.
i try on cpu bit it can not train (full ram memory - 6 gb). My weights:

w = init_weights((103, 1, 3, 3))
w2 = init_weights((206, 103, 3, 3))
w3 = init_weights((412, 206, 3, 3))
w4 = init_weights((412* 12 * 12, 1369))
w_o = init_weights((1369, 12))

how you train with big images?

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