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Theoretical Beauty vs Practical Scalability in Machine Learning

SVM and kNN are intellectually beautiful and practically capped. That's a real tension the field doesn't talk about enough. Theoretical cleanliness and empirical scalability pulled in opposite directions for basically the entire deep learning era, and scalability won every

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