A Concise Introduction to Machine Learning
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A Concise Introduction to Machine Learning uses mathematics as the common language to explain a variety of machine learning concepts from basic principles and illustrates every concept using examples in both Python and MATLAB which are available on Git Hub and can be run from there in Binder in a web browser. Each chapter concludes with exercises to explore the content. The emphasis of the book is on the question of Why-only if “why” an algorithm is successful is understood can it be properly applied and the results trusted. Standard techniques are treated rigorously including an introduction to the necessary probability theory. This book addresses the commonalities of methods aims to give …
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