The bigger the better

I tried to train a bigger network with the following configuration:


feature_maps:
    - 32
    - 40
    - 50
    - 70
    - 120
conv_sizes:
    - 3
    - 3
    - 3
    - 3
    - 3
pool_sizes:
    - 2
    - 2
    - 2
    - 2
    - 2
mlp_hiddens:
    - 500
    - 500

And only after 25 epochs it gets about 14% misclassification error.