Custom scikit-learn Estimator

Purpose

Create scikit-learn compatible estimators that work with pipelines, model selection, and validation tooling. This skill codifies the required API patterns for __init__, fit, prediction/transform methods, learned attributes, and estimator checks.

Usage

• “rolling your own estimator”
• “custom scikit-learn estimator”
• “build sklearn-compatible class”