Introduction
Data cleaning
Encoding of the categorical features
Transformations of the numerical features
Pipelines
Scaling
Principal Component Analysis
Filter-based feature selection
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Introduction to feature selection (5:41)
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Numerical features, numerical target (10:24)
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Numerical features, categorical target (6:35)
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Categorical features, numerical target (8:58)
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Categorical features, categorical target (7:51)
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Feature importance according to a model (11:20)
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A comment on mutual information
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A comment on feature selection with categorical variables
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Exercises (8:32)
A complete pipeline
General guidelines
End of course
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