20T2
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Week 2
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Classification
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Classification
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Linear classification in two dimensions
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Linear classification in two dimensions
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Classification
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Overview
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Terminology
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Generalization
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Cross-validation
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Cross-validation
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Cross-validation
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Data Types
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Data Types
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Data Types
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Contingency table
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Evaluation of error
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Evaluation of error
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Evaluation of error
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Evaluation of error
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Missing Value
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Missing Value
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Missing Value
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Missing Value
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Missing Value
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Missing Value
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Nearest Neighbour
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Distance
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Distance
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Distance
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Distance
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Distance
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Distance metric
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Means and distances
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Nearest Centroid Classifier
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Nearest Centroid Classifier
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Nearest Centroid Classifier
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Nearest neighbor classification
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Nearest neighbor classification
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Nearest neighbor classification
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Nearest neighbor classification
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Nearest neighbor classification
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Nearest neighbor classification
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Bias and variance of KNN
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Distance-Weighted KNN
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Distance-Weighted KNN
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Distance-Weighted KNN
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Evaluation
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Curse of Dimensionality
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Curse of Dimensionality
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Refinements