{"product_id":"machine-learning","title":"Machine Learning","description":"\u003cp\u003e\u003cb\u003eAN INTRODUCTION TO MACHINE LEARNING THAT INCLUDES THE FUNDAMENTAL TECHNIQUES, METHODS, AND APPLICATIONS\u003c\/b\u003e \u003c\/p\u003e\u003cp\u003e\u003ci\u003eMachine Learning: a Concise Introduction\u003c\/i\u003e offers a comprehensive introduction to the core concepts, approaches, and applications of machine learning. The author—an expert in the field—presents fundamental ideas, terminology, and techniques for solving applied problems in classification, regression, clustering, density estimation, and dimension reduction. The design principles behind the techniques are emphasized, including the bias-variance trade-off and its influence on the design of ensemble methods. Understanding these principles leads to more flexible and successful applications. \u003ci\u003eMachine Learning: a Concise Introduction\u003c\/i\u003e also includes methods for optimization, risk estimation, and model selection—essential elements of most applied projects. This important resource: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eIllustrates many classification methods with a single, running example, highlighting similarities and differences between methods\u003c\/li\u003e \u003cli\u003ePresents R source code which shows how to apply and interpret many of the techniques covered\u003c\/li\u003e \u003cli\u003eIncludes many thoughtful exercises as an integral part of the text, with an appendix of selected solutions\u003c\/li\u003e \u003cli\u003eContains useful information for effectively communicating with clients\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003eA volume in the popular Wiley Series in Probability and Statistics, \u003ci\u003eMachine Learning\u003c\/i\u003e: \u003ci\u003ea Concise Introduction\u003c\/i\u003e offers the practical information needed for an understanding of the methods and application of machine learning.\u003c\/p\u003e","brand":"Steven W. Knox","offers":[{"title":"Default Title","offer_id":42856624324669,"sku":"9781119439196","price":160.16,"currency_code":"AUD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0597\/7689\/2989\/files\/9781119439196_7a6fb2b7-9079-45a3-8f84-d20e445b89c6.jpg?v=1766992944","url":"https:\/\/www.palmleaf.com.au\/products\/machine-learning","provider":"Palmleaf","version":"1.0","type":"link"}