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 |