{"id":24334,"date":"2021-04-07T09:57:07","date_gmt":"2021-04-07T13:57:07","guid":{"rendered":"https:\/\/bangla.salearningschool.com\/recent-posts\/matlab-reinforcement-learning-examples\/"},"modified":"2021-04-07T09:57:07","modified_gmt":"2021-04-07T13:57:07","slug":"matlab-reinforcement-learning-examples","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=24334","title":{"rendered":"Matlab: Reinforcement Learning Examples"},"content":{"rendered":"<p>Getting Started<\/p>\n<p><a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/train-dqn-agent-to-balance-cart-pole-system.html\">Train a DQN Agent to Balance a Cart-Pole System<\/a><br \/>\n<a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/train-q-learning-agent-to-solve-basic-grid-world.html\">Train a Q-Learning Agent to Solve Grid World Problems<\/a><br \/>\n<a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/train-reinforcement-learning-agent-in-mdp-environment.html\">Train a Reinforcement Learning Agent in an MDP Environment<\/a><br \/>\n<a href=\"https:\/\/www.mathworks.com\/videos\/reinforcement-learning-a-motivation-for-a-powertrain-control-engineer-1603366042838.html\">Reinforcement Learning A Motivation for a Powertrain Control Engineer (21:26<\/a><\/p>\n<h3>Automated Driving<\/h3>\n<p><a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/train-ddpg-agent-for-adaptive-cruise-control.html\">Train DDPG Agent for Adaptive Cruise Control<\/a><br \/>\n<a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/train-dqn-agent-for-lane-keeping-assist.html\">Train DQN Agent for Lane Keeping Assist<\/a><br \/>\n<a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/train-ddpg-agent-for-path-following-control.html\">Train DDPG Agent for Path-Following Control<\/a><br \/>\n<a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/train-ppo-agent-for-automatic-parking-valet.html\">Train PPO Agent for Automatic Parking Valet<\/a><\/p>\n<h3>Robotics<\/h3>\n<p><a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/quadruped-robot-locomotion-using-ddpg-gent.html\">Quadruped Robot Locomotion Using DDPG Agents<\/a><br \/>\n<a href=\"https:\/\/www.mathworks.com\/videos\/deep-reinforcement-learning-for-walking-robots--1551449152203.html\">Deep Reinforcement Learning for Walking Robots (15:52)<\/a><br \/>\n<a href=\"https:\/\/www.mathworks.com\/videos\/matlab-oil-and-gas-conference-2019-reinforcement-learning-workflows-for-ai-1578045685859.html\">MATLAB Oil and Gas Conference 2019: Reinforcement Learning Workflows for AI (21:38)<\/a><br \/>\n<a href=\"https:\/\/www.mathworks.com\/videos\/how-to-train-your-robot-with-deep-reinforcement-learning-1580377250741.html\">How to Train Your Robot (with Deep Reinforcement Learning) (37:08)<\/a><\/p>\n<h3>Tuning, Calibration, and Scheduling<\/h3>\n<p><a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/water-distribution-scheduling-system.html\">Water Distribution System Scheduling<\/a><br \/>\n<a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/tune-pi-controller-using-td3.html\">Tune a PI Controller using Reinforcement Learning<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Getting Started Train a DQN Agent to Balance a Cart-Pole System Train a Q-Learning Agent to Solve Grid World Problems Train a Reinforcement Learning Agent in an MDP Environment Reinforcement Learning A Motivation for a Powertrain Control Engineer (21:26 Automated Driving Train DDPG Agent for Adaptive Cruise Control Train DQN Agent for Lane Keeping Assist &hellip; <\/p>\n<p><a class=\"more-link btn\" href=\"http:\/\/bangla.sitestree.com\/?p=24334\">Continue reading<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[182],"tags":[],"class_list":["post-24334","post","type-post","status-publish","format-standard","hentry","category---blog","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":19381,"url":"http:\/\/bangla.sitestree.com\/?p=19381","url_meta":{"origin":24334,"position":0},"title":"Reinforcement Learning and Deep Learning","author":"Sayed","date":"January 28, 2021","format":false,"excerpt":"An interactive notebook training Keras to play Catch https:\/\/github.com\/JannesKlaas\/sometimes_deep_sometimes_learning\/blob\/master\/reinforcement.ipynb Key Papers in Deep RL https:\/\/spinningup.openai.com\/en\/latest\/spinningup\/keypapers.html#key-papers-in-deep-rl DEEP REINFORCEMENT LEARNING https:\/\/arxiv.org\/pdf\/1810.06339v1.pdf Tesla: Deep Learning https:\/\/quantdare.com\/deep-reinforcement-trading\/ Playing Atari with Deep Reinforcement Learning https:\/\/arxiv.org\/pdf\/1312.5602.pdf AlphaGo is the first computer program to defeat a professional human Go player, the first to defeat a Go world\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":14751,"url":"http:\/\/bangla.sitestree.com\/?p=14751","url_meta":{"origin":24334,"position":1},"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":14752,"url":"http:\/\/bangla.sitestree.com\/?p=14752","url_meta":{"origin":24334,"position":2},"title":"AI Implementation Platforms: Reinforcement Learning Platforms and Applications:","author":"Sayed","date":"May 3, 2019","format":false,"excerpt":"\" Gym: https:\/\/gym.openai.com\/ Gym is a toolkit for developing and comparing .... It supports teaching agents everything from walking to playing games like Pong or Pinball. \" https:\/\/gym.openai.com\/ ---- \"Project Malmo integrates (deep) reinforcement learning, cognitive science, and many ideas from artificial intelligence. \" https:\/\/www.microsoft.com\/en-us\/research\/project\/project-malmo\/ ---- DeepMind: \"DeepMind's scientific mission\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":24971,"url":"http:\/\/bangla.sitestree.com\/?p=24971","url_meta":{"origin":24334,"position":3},"title":"AI Implementation Platforms: Reinforcement Learning Platforms and Applications: #Root","author":"Author-Check- Article-or-Video","date":"April 14, 2021","format":false,"excerpt":"\" Gym: https:\/\/gym.openai.com\/ Gym is a toolkit for developing and comparing .... It supports teaching agents everything from walking to playing games like Pong or Pinball. \" https:\/\/gym.openai.com\/ ---- \"Project Malmo integrates (deep) reinforcement learning, cognitive science, and many ideas from artificial intelligence. \" https:\/\/www.microsoft.com\/en-us\/research\/project\/project-malmo\/ ---- DeepMind: \"DeepMind's scientific mission\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":14791,"url":"http:\/\/bangla.sitestree.com\/?p=14791","url_meta":{"origin":24334,"position":4},"title":"On Autonomous vehicles: On Driverless Car. On Creating","author":"Sayed","date":"June 2, 2019","format":false,"excerpt":"Self-driving car (autonomous car or driverless car) https:\/\/searchenterpriseai.techtarget.com\/definition\/driverless-car --- Book: Creating Autonomous Vehicle Systems http:\/\/www.morganclaypoolpublishers.com\/catalog_Orig\/samples\/9781681730080_sample.pdf -- Self-Driving Cars Might Need Standards, but Whose? https:\/\/www.nytimes.com\/2017\/02\/23\/automobiles\/wheels\/self-driving-cars-standards.html --- Your Self-Driving Car \u2013 How Did It Get So Smart? https:\/\/hortonworks.com\/blog\/your-self-driving-car-how-did-it-get-so-smart\/ --- NVIDIA introduces DRIVE Constellation Simulation System to drive autonomous vehicles in virtual reality\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":14773,"url":"http:\/\/bangla.sitestree.com\/?p=14773","url_meta":{"origin":24334,"position":5},"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":[]}],"_links":{"self":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/24334","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=24334"}],"version-history":[{"count":0,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/24334\/revisions"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=24334"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=24334"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=24334"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}