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Paul Horton, Pre-Statistical Machine Learning 2018, 2019, 2020
I taught a course at NCKU in fall 2018,2019 and 2020 which could be described as "pre-statistical machine learning". I mostly used the book "Information Theory, Inference, and Learning Algorithms", by David J C MacKay.
The course focused on very basic Bayesian inference, with some data plotting exercises.
這個課程叫做「機器學習」，但內容太偏基礎。
所以110學年度我打算開個數據科學的課程，教這些機率模型的基礎。
If you are curious, here are links to the exams: