{"id":2319,"date":"2025-08-04T19:50:10","date_gmt":"2025-08-04T17:50:10","guid":{"rendered":"https:\/\/expand-edih.com\/servizio\/learning-from-experience-reinforcement-learning\/"},"modified":"2025-10-29T09:22:52","modified_gmt":"2025-10-29T08:22:52","slug":"learning-from-experience-reinforcement-learning","status":"publish","type":"servizio","link":"https:\/\/expand-edih.com\/en\/servizio\/learning-from-experience-reinforcement-learning\/","title":{"rendered":"Learning from Experience &#8211; Reinforcement Learning"},"content":{"rendered":"<p>The course focuses on learning methods applicable in situations where knowledge cannot be extracted from an offline dataset but must be obtained through direct field experience using reinforcement learning techniques.<\/p>\n<h5><strong>CONTENT<\/strong><\/h5>\n<p><strong>Module 1: Learning from experience &#8211; reinforcement learning<\/strong><\/p>\n<ul>\n<li>How do I learn when I have no supervision?<\/li>\n<li>Learning from experience: reinforcement learning:<br \/>\n\u2022 Value-based approaches.<br \/>\n\u2022 Policy-based approaches.<br \/>\n\u2022 Model-based RL.<br \/>\n\u2022 Bandits, Exploration, Exploitation.<br \/>\n\u2022 Sim-to-real transfer<br \/>\n\u2022 Behavior cloning and Imitation Learning<\/li>\n<\/ul>\n<p><strong>Module 2: Introduction to practical Reinforcement Learning<\/strong><\/p>\n<ul>\n<li>Brief recap on Python basics.<\/li>\n<li>Cart-pole benchmark.<\/li>\n<li>OpenAI Gymnasium library.<\/li>\n<li>Random policies and LQR.<\/li>\n<li>Implementation of a RL Agent to control the cartpole.<\/li>\n<li>Reward-shaping.<\/li>\n<li>Training and testing.<\/li>\n<\/ul>\n<h5><strong>COURSE OBJECTIVES<\/strong><\/h5>\n<p>The course aims to address advanced learning topics, providing theoretical knowledge on different supervision strategies and techniques to optimize and strengthen networks.<\/p>\n<h5><strong>PREREQUISITES<\/strong><\/h5>\n<p>To fully benefit from this course, it is necessary to possess theoretical and practical knowledge of Artificial Intelligence.<\/p>\n","protected":false},"featured_media":0,"parent":0,"template":"","categoria-servizi":[96,97],"livello":[92],"livello-corso":[108],"tematica":[102],"class_list":["post-2319","servizio","type-servizio","status-publish","hentry","categoria-servizi-training-and-skills-development-2","categoria-servizi-vertical-training-programmes","livello-specialized","livello-corso-advanced","tematica-artificial-intelligence"],"acf":[],"_links":{"self":[{"href":"https:\/\/expand-edih.com\/en\/wp-json\/wp\/v2\/servizio\/2319","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/expand-edih.com\/en\/wp-json\/wp\/v2\/servizio"}],"about":[{"href":"https:\/\/expand-edih.com\/en\/wp-json\/wp\/v2\/types\/servizio"}],"version-history":[{"count":3,"href":"https:\/\/expand-edih.com\/en\/wp-json\/wp\/v2\/servizio\/2319\/revisions"}],"predecessor-version":[{"id":2965,"href":"https:\/\/expand-edih.com\/en\/wp-json\/wp\/v2\/servizio\/2319\/revisions\/2965"}],"wp:attachment":[{"href":"https:\/\/expand-edih.com\/en\/wp-json\/wp\/v2\/media?parent=2319"}],"wp:term":[{"taxonomy":"categoria-servizi","embeddable":true,"href":"https:\/\/expand-edih.com\/en\/wp-json\/wp\/v2\/categoria-servizi?post=2319"},{"taxonomy":"livello","embeddable":true,"href":"https:\/\/expand-edih.com\/en\/wp-json\/wp\/v2\/livello?post=2319"},{"taxonomy":"livello-corso","embeddable":true,"href":"https:\/\/expand-edih.com\/en\/wp-json\/wp\/v2\/livello-corso?post=2319"},{"taxonomy":"tematica","embeddable":true,"href":"https:\/\/expand-edih.com\/en\/wp-json\/wp\/v2\/tematica?post=2319"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}