{"id":37601,"date":"2023-03-22T21:00:00","date_gmt":"2023-03-23T01:00:00","guid":{"rendered":""},"modified":"2023-03-23T19:21:24","modified_gmt":"2023-03-23T23:21:24","slug":"script-coding-python-reinforcement-learning-using-openai-gymnasium-ndash-full-course","status":"publish","type":"post","link":"https:\/\/ericbrooks.com\/whuzzup\/script-coding-python-reinforcement-learning-using-openai-gymnasium-ndash-full-course\/","title":{"rendered":"[#Script #Coding] Python Reinforcement Learning using OpenAI Gymnasium &ndash; Full Course"},"content":{"rendered":"<div align=\"center\" style=\"padding: 2%;\"><iframe loading=\"lazy\" title=\"Python Reinforcement Learning using Gymnasium \u2013 Full Course\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/vufTSJbzKGU?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<blockquote style=\"text-align: left; background-color: #E4E4E4; border: 3px dotted gray; padding:2%;\"><p>\n<a href=\"https:\/\/www.youtube.com\/watch?v=vufTSJbzKGU\" target=\"offsite\" rel=\"nofollow noopener noreferrer\"><\/a><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=vufTSJbzKGU\" target=\"offsite\" rel=\"nofollow noopener noreferrer\"><\/a><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=vufTSJbzKGU\" target=\"offsite\" rel=\"nofollow noopener noreferrer\"><\/a><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=vufTSJbzKGU\" target=\"offsite\" rel=\"nofollow noopener noreferrer\"><\/a><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=vufTSJbzKGU\" target=\"offsite\" rel=\"nofollow noopener noreferrer\"><\/p>\n<h3>Python Reinforcement Learning using OpenAI Gymnasium \u2013 Full Course<\/h3>\n<p><\/a><a href=\"https:\/\/www.youtube.com\/watch?v=vufTSJbzKGU\" target=\"offsite\" rel=\"nofollow noopener noreferrer\"><\/a><a href=\"https:\/\/www.youtube.com\/watch?v=vufTSJbzKGU\" target=\"offsite\" rel=\"nofollow noopener noreferrer\"><\/a><a href=\"https:\/\/www.youtube.com\/watch?v=vufTSJbzKGU\" target=\"offsite\" rel=\"nofollow noopener noreferrer\"><\/a><a href=\"https:\/\/www.youtube.com\/watch?v=vufTSJbzKGU\" target=\"offsite\" rel=\"nofollow noopener noreferrer\"><\/a><a href=\"https:\/\/www.youtube.com\/watch?v=vufTSJbzKGU\" target=\"offsite\" rel=\"nofollow noopener noreferrer\"><\/a><\/p>\n<p>By <a href=\"https:\/\/www.youtube.com\/channel\/UC8butISFwT-Wl7EV0hUK0BQ\" target=\"offsite\" rel=\"nofollow noopener noreferrer\"><strong>freeCodeCamp.org<\/strong><\/a><br \/>\n<strong>Published<\/strong>: Mar 21, 2023<\/p>\n<p><em style=\"font-family: 'Times New Roman',Times,serif; color: #666;\"><span style=\"font-size: 3.5em; font-weight: bold;\">\u201c<\/span><\/em><br \/>\n<a href=\"https:\/\/www.youtube.com\/watch?v=vufTSJbzKGU\" target=\"offsite\" rel=\"nofollow noopener noreferrer\"><img decoding=\"async\" src=\"https:\/\/i3.ytimg.com\/vi\/vufTSJbzKGU\/hqdefault.jpg\" class=\"alignright\" align=\"right\" alt=\"freeCodeCamp.org\" style=\"width: 200px; height: auto;\"\/><\/a> Learn the basics of reinforcement learning and how to implement it using Gymnasium (previously called OpenAI Gym). Gymnasium is an open source Python library originally created by OpenAI that provides a collection of pre-built environments for reinforcement learning agents. It provides a standard API to communicate between learning algorithms and environments, as well as a standard set of environments compliant with that API.<\/p>\n<p>Reinforcement learning is an area of machine learning concerned with how intelligent agents ought to take actions in an environment in order to maximize the notion of cumulative reward.<\/p>\n<p>Google Colab Notebook (full tutorial code): <a href=\"https:\/\/colab.research.google.com\/drive\/1oNxRpRnht2Ogu5Id76YLLg_hkmwy-yKy?usp=sharing\" target=\"offsite\" rel=\"nofollow noopener noreferrer\">https:\/\/colab.research.google.com\/drive\/1oNxRpRnht2Ogu5Id76YLLg_hkmwy-yKy?usp=sharing<\/a><\/p>\n<p>Gymnasium documentation: <a href=\"https:\/\/gymnasium.farama.org\/\" target=\"offsite\" rel=\"nofollow noopener noreferrer\">https:\/\/gymnasium.farama.org\/<\/a><\/p>\n<p>Course developed by <a href=\"https:\/\/www.youtube.com\/channel\/UCFrQh5wPP1iMP9Q5J_hpH7Q\" target=\"offsite\" rel=\"nofollow noopener noreferrer\">@EverythingTechWithMustaf<\/a><br \/>\nMustaf on LinkedIn: <a href=\"https:\/\/www.linkedin.com\/in\/mustafa-esoofally-aab0501ab\/\" target=\"offsite\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/mustafa-esoofally-aab0501ab\/<\/a><\/p>\n<ul><strong>Contents<\/strong><\/p>\n<li>(0:00:00) Introduction<\/li>\n<li>(0:04:19) Reinforcement Learning Basics (Agent and Environment)<\/li>\n<li>((0:12:15) Introduction to OpenAI Gymnasium<\/li>\n<li>(0:14:59) Blackjack Rules and Implementation in Gymnasium<\/li>\n<li>(0:18:27) Solving Blackjack<\/li>\n<li>(0:19:46) Install and Import Libraries<\/li>\n<li>(0:23:19) Observing the Environment<\/li>\n<li>(0:27:55) Executing an Action in the Environment<\/li>\n<li>(0:33:01) Understand and Implement Epsilon-greedy Strategy to Solve Blackjack<\/li>\n<li>(0:42:28) Understand the Q-values<\/li>\n<li>(0:47:29) Training the Agent to Play Blackjack<\/li>\n<li>(0:57:10) Visualize the Training of Agent Playing Blackjack<\/li>\n<li>(1:04:34) Summary of Solving Blackjack<\/li>\n<li>(1:09:57) Solving Cartpole Using Deep-Q-Networks(DQN)<\/li>\n<li>(2:29:29) Summary of Solving Cartpole<\/li>\n<li>(2:34:07) Advanced Topics and Introduction to Multi-Agent Reinforcement Learning using Pettingzoo<\/li>\n<\/ul>\n<p>Learn to code for free and get a developer job: <a href=\"https:\/\/www.freecodecamp.org\" target=\"offsite\" rel=\"nofollow noopener noreferrer\">https:\/\/www.freecodecamp.org<\/a><\/p>\n<p>Read hundreds of articles on programming: <a href=\"https:\/\/freecodecamp.org\/news\" target=\"offsite\" rel=\"nofollow noopener noreferrer\">https:\/\/freecodecamp.org\/news<\/a><\/p>\n<div style=\"text-align: center; font-weight: bold\">[<a href=\"https:\/\/www.youtube.com\/watch?v=vufTSJbzKGU\" target=\"offsite\" rel=\"nofollow noopener noreferrer\" title=\"Read More on YouTube\">READ MORE<\/a>]<\/div>\n<p><em style=\"font-family: 'Times New Roman',Times,serif; color: #666;\"><span style=\"font-size: 3.5em; font-weight: bold;\">\u201d<\/span><\/em><\/p><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>Learn the basics of reinforcement learning and how to implement it using Gymnasium (previously called OpenAI Gym). Gymnasium is an open source Python &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[109,380],"tags":[495,494,191,1756,3084,3083,3082,2759,1692],"class_list":["post-37601","post","type-post","status-publish","format-standard","hentry","category-scripting-and-coding","category-video-tutorials","tag-ai","tag-artificial-intelligence","tag-coding","tag-freecodecamp","tag-google-colab","tag-gymnasium","tag-mustafa-esoofally","tag-openai","tag-python"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>[#Script #Coding] Python Reinforcement Learning using OpenAI Gymnasium &ndash; Full Course - WHUZZUP!<\/title>\n<meta name=\"description\" content=\"Learn the basics of reinforcement learning and how to implement it using Gymnasium (previously called OpenAI Gym). 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