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The purpose of this book is to provide a conceptual introduction to statistical or machine learning (ML) techniques with python code solutions for those that would not normally be exposed to such approaches during their typical required statistical training. Machine learning can be described as a form of statistical analysis, often even utilizing well-known and familiar techniques, that has bit of a different focus than traditional analytical practice in applied disciplines.