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SeptemberImplement the KNN algorithm from scratch
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SeptemberCompare the result with the sklearn library
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SeptemberHyperparameter tuning using the cross-validation
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SeptemberThe decision boundary visualization
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SeptemberManhattan vs Euclidean Distance
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SeptemberFeature scaling in KNN
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SeptemberCurse of dimensionality
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SeptemberKNN use cases
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SeptemberKNN pros and cons
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SeptemberDecision Trees Section Overview
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SeptemberEDA on Adult Dataset
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SeptemberWhat is Entropy and Information Gain?
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SeptemberThe Decision Tree ID3 algorithm from scratch Part 1
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SeptemberThe Decision Tree ID3 algorithm from scratch Part 2
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SeptemberThe Decision Tree ID3 algorithm from scratch Part 3
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SeptemberID3 - Putting Everything Together
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SeptemberEvaluating our ID3 implementation
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SeptemberCompare with Sklearn implementation
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SeptemberVisualizing the tree
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SeptemberPlot the features importance
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SeptemberDecision Trees Hyper-parameters
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SeptemberPruning
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September[Optional] Gain Ration
01
SeptemberDecision Trees Pros and Cons
01
September[Project] Predict whether income exceeds $50K/yr - Overview
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