01
SeptemberThe decision boundary visualization
01
SeptemberManhattan vs Euclidean Distance
01
SeptemberFeature scaling in KNN
01
SeptemberCurse of dimensionality
01
SeptemberKNN use cases
01
SeptemberKNN pros and cons
01
SeptemberDecision Trees Section Overview
01
SeptemberEDA on Adult Dataset
01
SeptemberWhat is Entropy and Information Gain?
01
SeptemberThe Decision Tree ID3 algorithm from scratch Part 1
01
SeptemberThe Decision Tree ID3 algorithm from scratch Part 2
01
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
01
SeptemberVisualizing the tree
01
SeptemberPlot the features importance
01
SeptemberDecision Trees Hyper-parameters
01
SeptemberPruning
01
September[Optional] Gain Ration
01
SeptemberDecision Trees Pros and Cons
01
September[Project] Predict whether income exceeds $50K/yr - Overview
01
SeptemberEnsemble Learning Section Overview
01
SeptemberWhat is Ensemble Learning?
01
SeptemberWhat is Bootstrap Sampling?
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