On back propagation algorithm

Nice detailed explanation of back propagation in neural networks:

• A nice post using straight python
• Couple of nice post using numpy  basic neural network and RNN.
• MIT class notes
• Graph view of the gradient.  The "Computational Victories" has good explanation of why back propagation is the preferred method of gradient calculation.