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SeptemberDecision Trees Hyper-parameters
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SeptemberPruning
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September[Optional] Gain Ration
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SeptemberDecision Trees Pros and Cons
01
September[Project] Predict whether income exceeds $50K/yr - Overview
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SeptemberEnsemble Learning Section Overview
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SeptemberWhat is Ensemble Learning?
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SeptemberWhat is Bootstrap Sampling?
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SeptemberWhat is Bagging?
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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
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SeptemberRandom Forests Hyper-Parameters
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SeptemberRandom Forests Pros and Cons
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SeptemberWhat is Boosting?
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SeptemberAdaBoost Part 1
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SeptemberAdaBoost Part 2
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SeptemberSVM Outline
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SeptemberSVM intuition
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SeptemberHard vs Soft Margins
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SeptemberC hyper-parameter
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SeptemberKernel Trick
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SeptemberSVM - Kernel Types
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SeptemberSVM with Linear Dataset (Iris)
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