Feature Engineering and Feature Selection
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Feature Extraction 1. Texts 2. Images 3. Geospatial data 4. Date and time 5. Time series, web, etc.
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Feature transformations 1. Normalization and changing distribution 2. Interactions 3. Filling in the missing values
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Feature selection 1. Statistical approaches 2. Selection by modeling 3. Grid search