{"product_id":"reinforcement-learning-an-introduction-2nd-edition-sutton-barto","title":"Reinforcement Learning An Introduction 2nd Edition | Sutton \u0026 Barto","description":"\u003cdiv id=\"primary\" class=\"content-area order-1\"\u003e\u003cmain id=\"main\" class=\"site-main\" role=\"main\"\u003e\n\u003cdiv id=\"product-3303\" class=\"product type-product post-3303 status-publish first instock product_cat-artificial-intelligence product_cat-artificial-intelligence-books product_cat-books product_cat-computer-science-textbooks product_cat-data-science-robotics product_cat-machine-learning product_tag-artificial-intelligence-books product_tag-machine-learning-textbook product_tag-reinforcement-learning has-post-thumbnail sale taxable shipping-taxable purchasable product-type-simple single-product__content single-product__v4\"\u003e\n\u003cdiv class=\"woocommerce-tabs wc-tabs-wrapper mx-lg-auto\"\u003e\n\u003cdiv class=\"border-top classic-nav row\"\u003e\n\u003cdiv class=\"woocommerce-Tabs-panel woocommerce-Tabs-panel--description panel entry-content wc-tab container font-size-2\" id=\"tab-description\" role=\"tabpanel\" aria-labelledby=\"tab-title-description\"\u003e\n\u003ch2 data-start=\"420\" data-end=\"506\"\u003eReinforcement Learning An Introduction 2nd Edition – AI \u0026amp; Machine Learning Textbook\u003c\/h2\u003e\n\u003cp data-start=\"764\" data-end=\"1212\"\u003e\u003cstrong data-start=\"764\" data-end=\"824\"\u003eReinforcement Learning: An Introduction (Second Edition)\u003c\/strong\u003e\u003cspan\u003e \u003c\/span\u003eis the definitive textbook on reinforcement learning and one of the most widely cited resources in artificial intelligence and machine learning research. Authored by leading AI pioneers\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"1011\" data-end=\"1032\"\u003eRichard S. Sutton\u003c\/strong\u003e\u003cspan\u003e \u003c\/span\u003eand\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"1037\" data-end=\"1056\"\u003eAndrew G. Barto\u003c\/strong\u003e, this expanded edition provides a clear, structured, and accessible introduction to the principles, algorithms, and applications of reinforcement learning.\u003c\/p\u003e\n\u003cp data-start=\"1214\" data-end=\"1480\"\u003eAvailable now from\u003cspan\u003e \u003c\/span\u003e\u003ca href=\"https:\/\/bookdepotpro.com\/\"\u003e\u003cstrong data-start=\"1233\" data-end=\"1251\"\u003eBook Depot Pro\u003c\/strong\u003e\u003c\/a\u003e, this\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"1258\" data-end=\"1273\"\u003e2nd Edition\u003c\/strong\u003e\u003cspan\u003e \u003c\/span\u003ehas been significantly updated to reflect major advances in the field, making it essential for students, researchers, and professionals working in AI, robotics, data science, and computational neuroscience.\u003c\/p\u003e\n\u003cp data-start=\"1482\" data-end=\"1911\"\u003eThe book is organized into three carefully designed parts.\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"1541\" data-end=\"1551\"\u003ePart I\u003c\/strong\u003e\u003cspan\u003e \u003c\/span\u003eintroduces core reinforcement learning concepts using tabular methods, including several algorithms newly added in this edition such as\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"1688\" data-end=\"1720\"\u003eUpper Confidence Bound (UCB)\u003c\/strong\u003e,\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"1722\" data-end=\"1740\"\u003eExpected Sarsa\u003c\/strong\u003e, and\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"1746\" data-end=\"1765\"\u003eDouble Learning\u003c\/strong\u003e. Mathematical details are clearly separated into shaded sections, making the content approachable for readers with varying technical backgrounds.\u003c\/p\u003e\n\u003cp data-start=\"1913\" data-end=\"2478\"\u003e\u003cstrong data-start=\"1913\" data-end=\"1924\"\u003ePart II\u003c\/strong\u003e\u003cspan\u003e \u003c\/span\u003eextends reinforcement learning to function approximation, covering modern techniques such as\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"2018\" data-end=\"2048\"\u003eartificial neural networks\u003c\/strong\u003e,\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"2050\" data-end=\"2075\"\u003eFourier basis methods\u003c\/strong\u003e,\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"2077\" data-end=\"2100\"\u003eoff-policy learning\u003c\/strong\u003e, and\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"2106\" data-end=\"2136\"\u003epolicy-gradient approaches\u003c\/strong\u003e.\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"2138\" data-end=\"2150\"\u003ePart III\u003c\/strong\u003e\u003cspan\u003e \u003c\/span\u003eexplores interdisciplinary connections with psychology and neuroscience and features updated real-world case studies including\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"2278\" data-end=\"2289\"\u003eAlphaGo\u003c\/strong\u003e,\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"2291\" data-end=\"2307\"\u003eAlphaGo Zero\u003c\/strong\u003e,\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"2309\" data-end=\"2331\"\u003eAtari game playing\u003c\/strong\u003e, and\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"2337\" data-end=\"2371\"\u003eIBM Watson’s wagering strategy\u003c\/strong\u003e. The final chapter examines the broader societal implications and future impact of reinforcement learning.\u003c\/p\u003e\n\u003cp data-start=\"2480\" data-end=\"2788\"\u003eWhether you are studying machine learning, building intelligent agents, or conducting advanced AI research,\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"2588\" data-end=\"2645\"\u003eReinforcement Learning: An Introduction (2nd Edition)\u003c\/strong\u003e\u003cspan\u003e \u003c\/span\u003eis a must-have reference. Order your copy today from\u003cspan\u003e \u003c\/span\u003e\u003cstrong data-start=\"2699\" data-end=\"2717\"\u003eBook Depot Pro\u003c\/strong\u003e, your reliable source for authentic computer science and AI textbooks.\u003c\/p\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/main\u003e\u003c\/div\u003e\n\u003cdiv id=\"secondary\" class=\"sidebar widget-area order-1\" role=\"complementary\"\u003e\n\u003cdiv id=\"widgetAccordion\"\u003e\n\u003cdiv id=\"bookworm_features_block_widget-1\" class=\"widget p-4d875 border mb-5 widget_bookworm_features_block_widget\"\u003e\n\u003cdiv class=\"site-features\"\u003e\n\u003cul class=\"list-unstyled my-0 list-features\"\u003e\n\u003cli class=\"list-feature p-4d875\"\u003e\n\u003cdiv class=\"media d-md-block d-xl-flex text-center text-xl-left\"\u003e\n\u003cdiv class=\"feature__icon font-size-10 text-primary text-lh-xs mb-md-3 mb-lg-0 mr-xl-4\"\u003e\n\u003ci class=\"flaticon-delivery\"\u003e\u003c\/i\u003e\u003cbr\u003e\n\u003c\/div\u003e\n\u003cdiv class=\"media-body\"\u003e\n\u003ch4 class=\"feature__title h6 mb-1 text-dark\"\u003eFree Delivery\u003c\/h4\u003e\n\u003cp class=\"feature__subtitle m-0 text-dark\"\u003eOrders over $100\u003c\/p\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/li\u003e\n\u003cli class=\"list-feature p-4d875 border-top\"\u003e\n\u003cdiv class=\"media d-md-block d-xl-flex text-center text-xl-left\"\u003e\n\u003cdiv class=\"feature__icon font-size-10 text-primary text-lh-xs mb-md-3 mb-lg-0 mr-xl-4\"\u003e\n\u003ci class=\"flaticon-credit\"\u003e\u003c\/i\u003e\u003cbr\u003e\n\u003c\/div\u003e\n\u003cdiv class=\"media-body\"\u003e\n\u003ch4 class=\"feature__title h6 mb-1 text-dark\"\u003eSecure Payment\u003c\/h4\u003e\n\u003cp class=\"feature__subtitle m-0 text-dark\"\u003e100% Secure Payment\u003c\/p\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/li\u003e\n\u003cli class=\"list-feature p-4d875 border-top\"\u003e\n\u003cdiv class=\"media d-md-block d-xl-flex text-center text-xl-left\"\u003e\n\u003cdiv class=\"feature__icon font-size-10 text-primary text-lh-xs mb-md-3 mb-lg-0 mr-xl-4\"\u003e\n\u003ci class=\"flaticon-warranty\"\u003e\u003c\/i\u003e\u003cbr\u003e\n\u003c\/div\u003e\n\u003cdiv class=\"media-body\"\u003e\n\u003ch4 class=\"feature__title h6 mb-1 text-dark\"\u003eMoney Back Guarantee\u003c\/h4\u003e\n\u003cp class=\"feature__subtitle m-0 text-dark\"\u003eWithin 30 Days\u003c\/p\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/li\u003e\n\u003cli class=\"list-feature p-4d875 border-top\"\u003e\n\u003cdiv class=\"media d-md-block d-xl-flex text-center text-xl-left\"\u003e\n\u003cdiv class=\"feature__icon font-size-10 text-primary text-lh-xs mb-md-3 mb-lg-0 mr-xl-4\"\u003e\n\u003ci class=\"flaticon-help\"\u003e\u003c\/i\u003e\u003cbr\u003e\n\u003c\/div\u003e\n\u003cdiv class=\"media-body\"\u003e\n\u003ch4 class=\"feature__title h6 mb-1 text-dark\"\u003e24\/7 Support\u003c\/h4\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e","brand":"ROLAND STORE","offers":[{"title":"Default Title","offer_id":57457196794238,"sku":null,"price":58.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1001\/2239\/5006\/files\/41dDV91Eu3L-300x413.webp?v=1779606144","url":"https:\/\/thebookaro.com\/products\/reinforcement-learning-an-introduction-2nd-edition-sutton-barto","provider":"Thebookaro","version":"1.0","type":"link"}