Machine learning is awesome! Unfortunately, some parts can be frustrating. Here, I do my best to alleviate that frustration with some short, hopefully useful guides, intended for the students of CMSC 25025: Machine Learning and Large-scale Data Analysis at the University of Chicago.
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Large-scale Data Analysis supplementary material.