01
SeptemberThe Decision Tree ID3 algorithm from scratch Part 3
01
SeptemberID3 - Putting Everything Together
01
SeptemberEvaluating our ID3 implementation
01
SeptemberCompare with Sklearn implementation
01
SeptemberVisualizing the tree
01
SeptemberPlot the features importance
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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
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SeptemberWhat is Ensemble Learning?
01
SeptemberWhat is Bootstrap Sampling?
01
SeptemberWhat is Bagging?
01
SeptemberOut-of-Bag Error (OOB Error)
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SeptemberImplementing Random Forests from scratch Part 1
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SeptemberImplementing Random Forests from scratch Part 2
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SeptemberCompare with sklearn implementation
01
SeptemberRandom Forests Hyper-Parameters
01
SeptemberRandom Forests Pros and Cons
01
SeptemberWhat is Boosting?
01
SeptemberAdaBoost Part 1
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SeptemberAdaBoost Part 2
01
SeptemberSVM Outline
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