{"product_id":"0131471392-neural_networks_and_learning_machines","title":"Neural Networks and Learning Machines","description":"\n\n\u003cp\u003eNeural Networks and Learning Machines\u003c\/p\u003e\n\u003cbr\u003e\n\u003cp\u003eThird Edition\u003c\/p\u003e\n\u003cbr\u003e\n\u003cp\u003eSimon Haykin\u003c\/p\u003e\n\u003cbr\u003e\n\u003cp\u003eMcMaster University, Canada\u003c\/p\u003e\n\u003cbr\u003e\n\u003cp\u003eThis third edition of a classic book presents a comprehensive treatment of neural networks and learning machines. These two pillars that are closely related. The book has been revised extensively to provide an up-to-date treatment of a subject that is continually growing in importance. Distinctive features of the book include:\u003c\/p\u003e\n\u003cbr\u003e\n\u003cp\u003e• On-line learning algorithms rooted in stochastic gradient descent; small-scale and large-scale learning problems.\u003c\/p\u003e\n\u003cbr\u003e\n\u003cp\u003e• Kernel methods, including support vector machines, and the representer theorem.\u003c\/p\u003e\n\u003cbr\u003e\n\u003cp\u003e• Information-theoretic learning models, including copulas, independent components analysis (ICA), coherent ICA, and information bottleneck.\u003c\/p\u003e\n\u003cbr\u003e\n\u003cp\u003e• Stochastic dynamic programming, including approximate and neurodynamic procedures.\u003c\/p\u003e\n\u003cbr\u003e\n\u003cp\u003e• Sequential state-estimation algorithms, including Kalman and particle filters.\u003c\/p\u003e\n\u003cbr\u003e\n\u003cp\u003e• Recurrent neural networks trained using sequential-state estimation algorithms.\u003c\/p\u003e\n\u003cbr\u003e\n\u003cp\u003e• Insightful computer-oriented experiments.\u003c\/p\u003e\n\u003cbr\u003e\n\u003cp\u003eJust as importantly, the book is written in a readable style that is Simon Haykin’s hallmark.\u003c\/p\u003e\n\u003cbr\u003e\n\u003cbr\u003e\n                        \u003cp\u003eThis book presents the first comprehensive treatment of neural networks from an engineering perspective. Thorough, well-organized, and completely up-to-date, it examines all the important aspects of this emerging technology.\u003cbr\u003e\n\u003c\/p\u003e\n\u003cbr\u003e\u003cp\u003eCategories:\u003c\/p\u003e\u003cul class=\"category-tree\"\u003e\n\u003cli\u003eEngineering \u0026amp; Transportation\u003cul class=\"category-tree\"\u003e\n\u003cli\u003eEngineering\u003cul class=\"category-tree\"\u003e\u003cli class=\"category-tree\"\u003eElectrical \u0026amp; Electronics\u003c\/li\u003e\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\n","brand":"Pearson","offers":[{"title":"Used - Good","offer_id":48757858926782,"sku":"0131471392-4","price":53.97,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0640\/9689\/5166\/files\/91GmJq6vxiL.jpg?v=1787083749","url":"https:\/\/shop.sustainablebooks.com\/products\/0131471392-neural_networks_and_learning_machines","provider":"Sustainable Books","version":"1.0","type":"link"}