Merge pull request #43 from danielforsyth/typo-2

Add num_examples variable

Author: omoindrot

neural-networks-case-study.md

@@ -102,6 +102,7 @@ $$
 Given the array of `scores` we've computed above, we can compute the loss. First, the way to obtain the probabilities is straight forward:
 
 ```python
+num_examples = X.shape[0]
 # get unnormalized probabilities
 exp_scores = np.exp(scores)
 # normalize them for each example