This repository catalogs implementations of deep learning methods across various biology subfields including genomics, protein biology, drug discovery, single-cell analysis, and systems biology. It includes links to papers, code repositories, and model implementations organized by topic. The list has a slant toward genomics and serves as a reference for researchers applying machine learning to biological problems.