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k-Nearest Neighbours algorithm: Philosophy is "Similar things(/people;) tends to stay close together". The algorithm holds this philosophy & tries to make us believe that too..
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A weighted KNN implementation, where weight is assigned according to the Multiplicative Inverse of the "distances" between test-train attributes