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Arun Teaches Machine Learning Vol. 1 is a beginner's guide to applied machine learning. This book is for non-math background students, software developers who want to start their career with Machine Learning within a couple of months. Author has included all basic concepts right from Statistics, Linear Algebra, Probability Theory and Machine Learning algorithms with practical examples, hands on projects using Python, Scikit-learn in an easy to understand way. All the source codes are available in Github.com and the links are provided in the book.