{"product_id":"9780470371923","title":"Knowledge Discovery with Support Vector Machines","description":"An easy-to-follow introduction to support vector machines  This book provides an in-depth, easy-to-follow introduction to support vector machines drawing only from minimal, carefully motivated technical and mathematical background material. It begins with a cohesive discussion of machine learning and goes on to cover:  Knowledge discovery environments  Describing data mathematically  Linear decision surfaces and functions  Perceptron learning  Maximum margin classifiers  Support vector machines  Elements of statistical learning theory  Multi-class classification  Regression with support vector machines  Novelty detection  Complemented with hands-on exercises, algorithm descriptions, and data sets, Knowledge Discovery with Support Vector Machines is an invaluable textbook for advanced undergraduate and graduate courses. It is also an excellent tutorial on support vector machines for professionals who are pursuing research in machine learning and related areas.","brand":"LH Hamel","offers":[{"title":"Default Title","offer_id":45776019587390,"sku":"9780470371923","price":4883.0,"currency_code":"ZAR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4357\/7662\/products\/9780470371923_a845cb7e-9a1c-4c6d-bb5f-a5198aca5f9a.jpg?v=1707256915","url":"https:\/\/exclusivebooks.co.za\/products\/9780470371923","provider":"Exclusive Books Online","version":"1.0","type":"link"}