Module feature_engineering

Feature engineering utilities for creating and transforming features

This module provides various methods for generating new features from existing data, including polynomial features, statistical features, and binned features. These transformations can help improve machine learning model performance by creating more informative representations of the data.

Enums

BinningStrategy

Binning strategies for discretization

Functions

create_binned_features

Creates binned (discretized) features from continuous features

polynomial_features

Generates polynomial features up to a specified degree

statistical_features

Extracts statistical features from the data