def new_network(cost_func, activation_func, struct, w_range, b_range):
net = Network()
net.cost_func = cost_func
net.activation_func = activation_func
net.struct = struct
# stops
for input_size, output_size in zip(struct, struct[1:-1]):
layer = Layer.new_layer(activation_func, input_size, output_size,
w_range, b_range)
net.layers.append(layer)
output_layer = OutputLayer.new_output_layer(cost_func, activation_func,
struct[-2], struct[-1],
w_range, b_range)
net.layers.append(output_layer)
return net
