☛ Matrix calculus: a page that introduces how to do matrix calculus (from basic derivatives to the use of chain rules, etc). Designed for a machine learning audience. For simple definitions that are more basic and concise, the Wikipedia entry is helpful too.

☛ LSTM: a page explaining LSTM without requiring too much math. However, to understand how this really works, it’s recommended to actually go through the math.