This appendix chapter of Algorithms for Decision covers deep learning techniques in a concise but encompassing 17 pages. Algorithms for Decision Making provides a broad introduction to algorithms for decision making under uncertainty and covers a wide variety of topics related to decision making, introducing the underlying mathematical problem formulations and the algorithms for solving them. It is available online for free, but the authors seek to also publish with MIT Press.