markberger

    model = Sequential()
    model.add(Convolution2D(16, 8, 4, border_mode='valid',
                input_shape=(1, 401, 4)))
    model.add(BatchNormalization())
    model.add(Activation('relu'))
    #model.add(MaxPooling2D(pool_size=(3,1)))
    model.add(Convolution2D(16, 3, 1))
    model.add(BatchNormalization())
    model.add(Activation('relu'))
    model.add(MaxPooling2D(pool_size=(3,1)))