Morales M Grokking Deep Reinforcement Learning (MEAP V 11) 2020

Textbook in PDF format

Grokking Deep Reinforcement Learning is a beautifully balanced approach to teaching, offering numerous large and small examples, annotated diagrams and code, engaging exercises, and skillfully crafted writing. You'll explore, discover, and learn as you lock in the ins and outs of reinforcement learning, neural networks, and AI agents. You will go from small grid world environments and some of the foundational algorithms to some of the most challenging environments out there today and cutting-edge techniques to solve these environments.
Exciting, fun, and maybe even a little dangerous. Let's get started!
what's inside
Foundational reinforcement learning concepts and methods
The most popular deep reinforcement learning agents solving high-dimensional environments
Cutting-edge agents that emulate human-like behavior and techniques for artificial general intelligence