User Guide

Warning

The API is already stable and follows scikit-learn conventions. However, the version number remains below 1.0.0 to allow for rapid iteration and development. A first official stable release (1.0.0) is planned for 2025. Until then, we recommend pinning versions in production environments to guard against minor breaking changes, or connecting with Skfolio Labs for enterprise support and dedicated SLAs.

skfolio is a portfolio optimization and risk management framework build on top of scikit-learn to perform model selection, validation, parameter tuning and stress-test while reducing the risk of data leakage and overfitting.