[QUESTION] Chapter 4 Exercise Question 12 - cost function with l2 regularization seems incorrect

When attempting the question, there is a bonus part to add l2 regularization to the softmax regression code (`In [75]`):

According to the book, in the section about Ridge Regression, we are supposed to add ($\dfrac{\alpha}{m}$ * sum of thetas) to the original cost function. However in line 2 in the picture above, `l2_loss` is somehow calculated with 1/2 multiplied at the front. Shouldn't it be 1/m instead?

According to the same section of the book, we should add $2\alpha w / m$ to the MSE gradient vector. So in line 3 of the picture above, shouldn't it be `2 * alpha * Theta[1:] / m` instead?

Maybe this is why the validation loss suddenly increased a lot when the regularization is applied.

If this is indeed a typo, the bottom sections involving the hyperparameter `C` also has to be changed.