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The book is written in an easy-to-understand manner with many examples and pictures, and with a lot of practical advice and discussions of simple applications.   The main topics include Bayesian classifiers, nearest-neighbor classifiers, linear and polynomial classifiers, decision trees, rule-induction programs, artificial neural networks, support vector machines, boosting algorithms, unsupervised learning (including Kohonen networks and auto-encoding), deep learning, reinforcement learning, temporal learning (including long short-term memory), hidden Markov models, and the genetic algorithm. Special attention is devoted to performance evaluation, statistical assessment, and to many practical issues ranging from feature selection and feature construction to bias, context, multi-label domains, and the problem of imbalanced classes.","brand":"WoB","offers":[{"title":"GB \/ NEW \/ GARDNERS","offer_id":49742375452945,"sku":"NGR9783030819347","price":0.0,"currency_code":"GBP","in_stock":false},{"title":"GB \/ NEW \/ INGRAM","offer_id":52481339949329,"sku":"NLS9783030819347","price":0.0,"currency_code":"GBP","in_stock":true},{"title":"US \/ NEW \/ INGRAM","offer_id":52760986550545,"sku":"NIN9783030819347","price":0.0,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/3030819345.jpg?v=1751317347"},{"product_id":"introduction-to-machine-learning-book-miroslav-kubat-9783319639123","title":"An Introduction to Machine Learning","description":"This textbook presents fundamental machine learning concepts in an easy to understand manner by providing practical advice, using straightforward examples, and offering engaging discussions of relevant applications.","brand":"WoB","offers":[{"title":"- \/ - \/ -","offer_id":51688195981585,"sku":"","price":0.0,"currency_code":"GBP","in_stock":true},{"title":"US \/ GOOD \/ SBYB","offer_id":51688197128465,"sku":"CIN3319639129G","price":0.0,"currency_code":"GBP","in_stock":false},{"title":"US \/ VERY_GOOD \/ SBYB","offer_id":52390276727057,"sku":"CIN3319639129VG","price":0.0,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/3319639129.jpg?v=1750773169"},{"product_id":"introduction-to-machine-learning-book-miroslav-kubat-9783319348865","title":"An Introduction to Machine Learning","description":"This book presents basic ideas of machine learning in a way that is easy to understand, by providing hands-on practical advice, using simple examples, and motivating students with discussions of interesting applications.","brand":"WoB","offers":[{"title":"- \/ - \/ INTERNAL","offer_id":52431377105169,"sku":null,"price":0.0,"currency_code":"GBP","in_stock":true},{"title":"GB \/ NEW \/ INGRAM","offer_id":52431377563921,"sku":"NLS9783319348865","price":0.0,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/9783319348865.jpg?v=1759172341"},{"product_id":"introduction-to-machine-learning-book-miroslav-kubat-9783319876696","title":"An Introduction to Machine Learning","description":"This textbook presents fundamental machine learning concepts in an easy to understand manner by providing practical advice, using straightforward examples, and offering engaging discussions of relevant applications. 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