import numpy as np

def rms(a, y):
    return np.sqrt()

def quadratic(a,y):
    return (a-y)**2/2

def logistic(a,y):
    return np.dot(y, np.log(a).T) + np.dot((1-y), np.log(1-a).T

def cost():
    return