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This is the slide deck from my talk at PHP[TEK] 2017 about Machine Learning. The case study is my invention S. A. M. (Suspicious Activity Monitor). S. A. M. is a predictive policing machine learning program that predicts crime given a set of circumstances. This talk reveals the secrets behind S. A. M. and takes conference attendees through a step-by-step process to create a machine learning program like S. A. M. To learn more about S. A. M., visit http://www.iamsam.tech/.