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Chebyshev distance
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Supervised Learning: k-NN and Decision Trees
Introduces supervised learning with k-NN and decision trees, covering techniques, examples, and ensemble methods.
Orthogonality and Least Squares Method
Covers orthogonal vectors, unit vectors, and the Pythagorean theorem in R^m.
Convex Optimization Problems: Standard Form
Covers convex optimization problems, transformation to standard form, and optimality criteria for differentiable objectives.
KNN Classifier: Nearest Neighbor Approach
Explains the K-Nearest Neighbors classifier, assigning labels based on closest points and smoothing noise in labels.
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