{"product_id":"9783030819347","title":"An Introduction to Machine Learning","description":"\u003ch1\u003eAn Introduction to Machine Learning\u003c\/h1\u003e \u003ch2\u003eKubat, Miroslav\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis textbook offers a comprehensive introduction to Machine Learning techniques and algorithms. This Third Edition covers newer approaches that have become highly topical, including \u003ci\u003edeep learning, \u003c\/i\u003eand\u003ci\u003e auto-encoding\u003c\/i\u003e, introductory information about \u003ci\u003etemporal learning \u003c\/i\u003eand \u003ci\u003ehidden Markov models\u003c\/i\u003e, and a much more detailed treatment of \u003ci\u003ereinforcement learning\u003c\/i\u003e. 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. \u003c\/p\u003e\u003cp\u003eThe 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.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2021-09-27\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9783030819347\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-030-81935-4\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 458\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":45228314558604,"sku":"9783030819347","price":62.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783030819347.jpg?v=1776052868","url":"https:\/\/lateknightbooks.com\/products\/9783030819347","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}