Basic Filter Methods

  1. Constant Features that show single values in all the observations in the dataset. These features provide no information that allows ML models to predict the target.
  1. Quasi-Constant Features in which a value occupies the majority of the records.
  1. Duplicated Features, which is self-explanatory—the same feature.

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