This book is "Machine Learning With Random Forests And Decision Trees"  It is designed to give you an intuitive understanding of how Random Forests work, so you can apply that understanding to larger problems.  Additionally, since Decision Trees are a fundamental part of Random Forests, this book explains how they work.  This book is focused on examples and analogies, with only a small amount of deep diving into equations, so you should definitely understand the big picture of how Random Forests work after reading this book.

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