Machine Learning For Dummies" by John Paul Mueller and Luca Massaro (JNNC Technologies)

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While we're going with "absolute beginners," the popular "Dummies" series is another useful starting point. This book aims to get readers familiar with the basic concepts and theories of machine learning and how it applies to the real world. It presents the programming languages and tools integral to machine learning and illustrates how to turn seemingly-esoteric machine learning into something practical.
The book introduces a little coding in Python and R used to teach machines to find patterns and analyze results. From those small tasks and patterns, we can extrapolate how machine learning is useful in daily lives through web searches, internet ads, email filters, fraud detection, and so on. With this book, you can take a small step into the realm of machine learning.

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