Classical models built from the math you already know
k-Nearest-Neighbours regression, met a few lessons back in this course, guessed a number by averaging its k closest training points. Classification keeps that same lookup step and asks a different question at the end. Instead of averaging numbers, it counts votes.
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▶ k-Nearest-Neighbours Classification