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I hope to openly and collectively discuss the practice of teaching Machine Learning for the Physical Sciences. I will briefly review some of the challenges I have encountered and the lessons I have learned, and describe the pedagogical materials I have developed, including a textbook, programming notebooks, review quizzes, and slides. I will then transition to an interactive format where we discuss how these resources can be adapted to different users' needs.