{"product_id":"reinforcement-learning-an-introduction-2nd-edition-by-sutton-barto-hardcover","title":"Reinforcement Learning: An Introduction, 2nd Edition by Sutton \u0026 Barto | Hardcover","description":"\u003cp\u003eIf reinforcement learning has a canonical text, this is it. Sutton and Barto wrote the first edition when the field was small, and the second edition remains the book every RL course assigns and every RL paper assumes you have read.\u003c\/p\u003e\u003ch3\u003eWhat the book covers\u003c\/h3\u003e\u003cul\u003e\n\u003cli\u003eThe RL problem: agents, environments, rewards and the exploration-exploitation trade-off\u003c\/li\u003e\n\u003cli\u003eMulti-armed bandits as the simplest case\u003c\/li\u003e\n\u003cli\u003eMarkov decision processes, value functions and the Bellman equations\u003c\/li\u003e\n\u003cli\u003eDynamic programming, Monte Carlo methods, and temporal-difference learning\u003c\/li\u003e\n\u003cli\u003en-step bootstrapping, eligibility traces, and planning with learned models\u003c\/li\u003e\n\u003cli\u003eFunction approximation for prediction and control, and policy gradient methods\u003c\/li\u003e\n\u003cli\u003eConnections to psychology and neuroscience, and case studies including TD-Gammon and AlphaGo\u003c\/li\u003e\n\u003c\/ul\u003e\u003ch3\u003eWho it’s for\u003c\/h3\u003e\u003cp\u003eGraduate students, researchers and engineers working in reinforcement learning. Mathematically rigorous but unusually well written for a text of its type — it explains intuition before formalism, consistently.\u003c\/p\u003e\u003ch3\u003eEdition details\u003c\/h3\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eAuthors:\u003c\/strong\u003e Richard S. Sutton, Andrew G. Barto\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003ePublisher:\u003c\/strong\u003e MIT Press\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eEdition:\u003c\/strong\u003e 2nd Edition\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e Hardcover\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eISBN:\u003c\/strong\u003e 9780262039246\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eLanguage:\u003c\/strong\u003e English\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eShips free within the United States from Shelfcove.\u003c\/p\u003e","brand":"Aksha","offers":[{"title":"Hardcover","offer_id":48940599181473,"sku":"HMS-9780262039246","price":40.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0735\/5328\/1185\/files\/sc-hires-85-1-reinforcement-learning-an-introduction-2nd-edition-by-sutton-barto-har.jpg?v=1794232783","url":"https:\/\/bookmart24.com\/products\/reinforcement-learning-an-introduction-2nd-edition-by-sutton-barto-hardcover","provider":"Aksha","version":"1.0","type":"link"}