# Does crazy shit. Before changing, really think through
    # the Linear Algebra and make sure the matrix operations
    # work correctly.
    for n in range(num_iters):
        diff = hypothesis(X, theta) - y
        theta = theat - alpha / float(m_examples) * diff[np.newaxis,:].dot(X)     # Computes the derivative of the compute_cost function