Feature selection

Use the Select Columns activity to select a subset of features that you find important to train the model, excluding redundant or irrelevant ones.

Consider ignoring features that contain more than 70% missing values or contain more than 70% unique values (high cardinality).

Ask these questions:

  • What are the key features of the dataset that influence the Label?
  • Which parts of the dataset are important to capture?