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Notes and Implementation of Back-propagation Algorithm
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Other Resources to dive more into Backpropagation Calculus
Here's a good paper about matrix calculus for ML/DL.
Here's a presentation from cornell that covers the derivation of the back propagation formulas.
Here is a more intuitive explanation of back propagation with examples and some math from Stanford CS231n.
Here's a deeper look at the underlying math also from Stanford CS231n.
And if you ever did any graduate work in math or physics or related fields, you might find this treatment worth a look, but "there be dragons!" ;^) ...