Deep-Learning

Deep Learning

Deep Learning with Python

Deep Learning: An Introduction for Applied Mathematicians

Notes

Perspective of deep learning from applied math. Bridges math with neural nets.

Dive into Deep Learning

Notes

Free open-source deep learning book with code and math integrated. Interactive deep learning resource with runnable code.

The Unreasonable Effectiveness of Recurrent Neural Networks

Review

Seminal blog post demonstrating the power of character-level RNNs. Shows Shakespeare generation, Wikipedia generation, LaTeX generation, and Linux kernel code generation. The visualizations of LSTM cells are particularly illuminating.