This course provides an introduction to the field of reinforcement learning and the use of OpenAI Gym software. It details the terminology and core concepts of reinforcement learning, illustrates how OpenAI Gym software incorporates those core concepts, and shows you how to code solutions for reinforcement learning problems present in simple mazes and complex Atari games. Requirements include basic Python programming experience, basic …
Reinforcement Learning and OpenAI Gym
Video description
This course provides an introduction to the field of reinforcement learning and the use of OpenAI Gym software. It details the terminology and core concepts of reinforcement learning, illustrates how OpenAI Gym software incorporates those core concepts, and shows you how to code solutions for reinforcement learning problems present in simple mazes and complex Atari games. Requirements include basic Python programming experience, basic math knowledge, familiarity with the Linux and Bash terminal, and an understanding of how to use Jupyter notebooks.
Master the basic terminology, concepts, and uses of reinforcement learning
Understand how to install and manage reinforcement learning software
Learn about OpenAI Gym's API and how to use it to test reinforcement learning algorithms
Discover how to determine if a problem is best solved with reinforcement learning
Explore the code used to solve reinforcement learning problems in computer games
Justin Francis runs Allisee Solutions, a machine learning training company based on Canada's West Coast. Justin is a frequent contributor to O'Reilly Media as the author of numerous articles on the topics of TensorFlow, reinforcement learning, and OpenAI Gym. A self-taught programmer, Justin holds certifications in machine learning, data science ethics, and Java programming.
How To Determine A Reinforcement Learning Problem
00:02:16
Simple Reinforcement Learning Problems In OpenAI Gym
Solving Taxi Environment
00:03:54
Solving Frozen Lake Environment - Part 1
00:02:46
Reward Discounting
00:02:09
Solving Frozen Lake Environment - Part 2
00:02:52
Deep Reinforcement Learning With OpenAI Gym And TensorFlow
Deep Reinforcement Learning And Function Approximation
00:04:52
Solving Mountain Car Environment With Tile Coding
00:02:46
Solving Pong Atari Game With TensorFlow
00:05:40
Conclusion
Wrap Up And Thank You
00:01:27
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