{"id":14744,"date":"2019-04-27T15:28:28","date_gmt":"2019-04-27T19:28:28","guid":{"rendered":"http:\/\/bangla.salearningschool.com\/recent-posts\/learn-reinforcement-learning\/"},"modified":"2019-04-27T15:28:28","modified_gmt":"2019-04-27T19:28:28","slug":"learn-reinforcement-learning","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=14744","title":{"rendered":"Learn Reinforcement Learning"},"content":{"rendered":"<p><strong>Learn Reinforcement Learning:<\/strong><\/p>\n<p><strong>Why and where to use Reinforcement Learning?<\/strong><br \/>\nRobotics for sure, Autonomous Vehicles for sure, Finance (creating better investment portfolio), Healthcare\/Medical, Inventory Management, Manufacturing or similar.<\/p>\n<p><a href=\"https:\/\/chatbotsmagazine.com\/reinforcement-learning-and-its-practical-applications-8499e60cf751\">https:\/\/chatbotsmagazine.com\/reinforcement-learning-and-its-practical-applications-8499e60cf751<\/a><\/p>\n<p><strong>10 Sets of Presentation Slides:<\/strong><br \/>\n<a href=\"https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/1\">https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/1<\/a><\/p>\n<p><a href=\"https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/2\">https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/2<\/a><\/p>\n<p><a href=\"https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/3\">https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/3<\/a><\/p>\n<p><a href=\"https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/4\">https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/4<\/a><\/p>\n<p><a href=\"https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/5\">https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/5<\/a><\/p>\n<p><a href=\"https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/6\">https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/6<\/a><\/p>\n<p><a href=\"https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/7\">https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/7<\/a><\/p>\n<p><a href=\"https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/8\">https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/8<\/a><\/p>\n<p><a href=\"https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/9\">https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/9<\/a><\/p>\n<p><a href=\"https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/10\">https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/10<\/a><\/p>\n<p>Sayed Ahmed<\/p>\n<p>sayedum<\/p>\n<p>Linkedin: <a href=\"https:\/\/ca.linkedin.com\/in\/sayedjustetc\">https:\/\/ca.linkedin.com\/in\/sayedjustetc<\/a><\/p>\n<p>Blog: <a href=\"http:\/\/sitestree.com\">http:\/\/sitestree.com<\/a>, <a href=\"http:\/\/bangla.salearningschool.com\">http:\/\/bangla.salearningschool.com<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Learn Reinforcement Learning: Why and where to use Reinforcement Learning? Robotics for sure, Autonomous Vehicles for sure, Finance (creating better investment portfolio), Healthcare\/Medical, Inventory Management, Manufacturing or similar. https:\/\/chatbotsmagazine.com\/reinforcement-learning-and-its-practical-applications-8499e60cf751 10 Sets of Presentation Slides: https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/1 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/2 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/3 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/4 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/5 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/6 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/7 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/8 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/9 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/10 Sayed Ahmed sayedum Linkedin: https:\/\/ca.linkedin.com\/in\/sayedjustetc Blog: http:\/\/sitestree.com, http:\/\/bangla.salearningschool.com<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[182],"tags":[],"class_list":["post-14744","post","type-post","status-publish","format-standard","hentry","category---blog","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":24965,"url":"http:\/\/bangla.sitestree.com\/?p=24965","url_meta":{"origin":14744,"position":0},"title":"Learn Reinforcement Learning #Root","author":"Author-Check- Article-or-Video","date":"April 14, 2021","format":false,"excerpt":"Learn Reinforcement Learning: Why and where to use Reinforcement Learning? Robotics for sure, Autonomous Vehicles for sure, Finance (creating better investment portfolio), Healthcare\/Medical, Inventory Management, Manufacturing or similar. https:\/\/chatbotsmagazine.com\/reinforcement-learning-and-its-practical-applications-8499e60cf751 10 Sets of Presentation Slides: https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/1 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/2 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/3 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/4 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/5 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/6 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/7 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/8 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/9 https:\/\/www.slideserve.com\/search\/presentations\/sutton-reinforcement-learning\/10 Sayed Ahmed Linkedin: https:\/\/ca.linkedin.com\/in\/sayedjustetc Blog: http:\/\/sitestree.com,\u2026","rel":"","context":"In &quot;FromSitesTree.com&quot;","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":26802,"url":"http:\/\/bangla.sitestree.com\/?p=26802","url_meta":{"origin":14744,"position":1},"title":"Bandits and #Reinforcement Learning Course","author":"Sayed","date":"May 2, 2021","format":false,"excerpt":"Best Multi-Armed Bandit Strategy? (feat: UCB Method) https:\/\/www.youtube.com\/watch?v=FgmMK6RPU1c Reinforcement Learning: Complete Course: https:\/\/www.youtube.com\/watch?v=4SLGEq_HZxk&list=PLnn6VZp3hqNvRrdnMOVtgV64F_O-61C1D From the Book by Sutton: http:\/\/incompleteideas.net\/book\/RLbook2018.pdf https:\/\/web.stanford.edu\/class\/psych209\/Readings\/SuttonBartoIPRLBook2ndEd.pdf Just did a google search, and I see that the algorithms from the book are implemented and provided at: https:\/\/github.com\/LyWangPX\/Reinforcement-Learning-2nd-Edition-by-Sutton-Exercise-Solutions Article: https:\/\/towardsdatascience.com\/a-comparison-of-bandit-algorithms-24b4adfcabb https:\/\/towardsdatascience.com\/a-comparison-of-bandit-algorithms-24b4adfcabb","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":14773,"url":"http:\/\/bangla.sitestree.com\/?p=14773","url_meta":{"origin":14744,"position":2},"title":"Reinforcement Learning Concepts Explained in a Simple Way.","author":"Sayed","date":"May 17, 2019","format":false,"excerpt":"Reinforcement Learning Concepts Explained in a Simple (or not) Way. This is intended for the beginners who want to know the concepts used in Reinforcement Learning i.e. Interactive Learning. Reinforcement Learning is also one aspect of Machine Learning, Data Science, and AI Summary of Tabular Methods in Reinforcement Learning Comparison\u2026","rel":"","context":"In &quot;AI ML DS RL DL NN NLP Data Mining Optimization&quot;","block_context":{"text":"AI ML DS RL DL NN NLP Data Mining Optimization","link":"http:\/\/bangla.sitestree.com\/?cat=1910"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":14751,"url":"http:\/\/bangla.sitestree.com\/?p=14751","url_meta":{"origin":14744,"position":3},"title":"Applications and Research on Reinforcement Learning","author":"Sayed","date":"May 3, 2019","format":false,"excerpt":"\"WHAT ARE MAJOR REINFORCEMENT LEARNING ACHIEVEMENTS & PAPERS FROM 2018?\" Reference: https:\/\/www.topbots.com\/most-important-ai-reinforcement-learning-research\/#ai-rl-paper-2018-10 \" Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures Temporal Difference Models: Model-Free Deep RL for Model-Based Control Addressing Function Approximation Error in Actor-Critic Methods\u2026","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":71039,"url":"http:\/\/bangla.sitestree.com\/?p=71039","url_meta":{"origin":14744,"position":4},"title":"What is Reinforcement Learning? Give some examples? When do we use Reinforcement Learning? Best fit for what?","author":"Sayed","date":"September 20, 2021","format":false,"excerpt":"If you can, answer the question below: Write your answer in the comment box. What is Reinforcement Learning? Give some examples? When do we use Reinforcement Learning? Best fit for what?","rel":"","context":"In &quot;Introduction to Machine Learning&quot;","block_context":{"text":"Introduction to Machine Learning","link":"http:\/\/bangla.sitestree.com\/?cat=1945"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":14733,"url":"http:\/\/bangla.sitestree.com\/?p=14733","url_meta":{"origin":14744,"position":5},"title":"On Reinforcement Learning:","author":"Sayed","date":"April 17, 2019","format":false,"excerpt":"On Reinforcement Learning: Questions and Answers https:\/\/www.inf.ed.ac.uk\/teaching\/courses\/rl\/tutorials.html Monte Carlo: https:\/\/medium.com\/@zsalloum\/monte-carlo-in-reinforcement-learning-the-easy-way-564c53010511 TD in Reinforcement Learning, the Easy Way: Temporal Difference https:\/\/towardsdatascience.com\/td-in-reinforcement-learning-the-easy-way-f92ecfa9f3ce Implementations of TD Algorithms: https:\/\/github.com\/dennybritz\/reinforcement-learning\/tree\/master\/TD Learning and Planning: https:\/\/courses.cs.washington.edu\/courses\/csep573\/12au\/lectures\/18-rl.pdf Sayed Ahmed sayedum Linkedin: https:\/\/ca.linkedin.com\/in\/sayedjustetc Blog: http:\/\/sitestree.com, http:\/\/bangla.salearningschool.com","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/14744","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=14744"}],"version-history":[{"count":0,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/14744\/revisions"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14744"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14744"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14744"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}