Reference

Core

Common Core APIs
Selectors Select sets of columns by name, type, or other properties

Steps

Define steps in a recipe

Imputation Imputation and handling of missing values
Encoding Encoding of categorical and string columns
Standardization Standardization and normalization of numeric columns
Discretization Discretization of numeric columns
Feature selection Selection of features for modeling
Feature generation Construction of new features from existing ones
Outlier handling Outlier detection and handling
Temporal feature extraction Feature extraction for temporal columns
Other Other common tabular operations

Utilities

Utility functions

Data splitting Segregating data into training, testing, and validation sets
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