Welcome to metalearners’s documentation!

Contents:

• Motivation
  • Why CATE estimation?
  • Why MetaLearners?
  • Why not causalml or econml?
• Background
  • CATE estimation
  • MetaLearners
• Glossary
• What about parallelism?
• Examples
  • Estimating CATEs with MetaLearners
  • Reusing base models
  • Explainability: Lime plots of MetaLearners
  • Explainability: Feature importance and SHAP values
  • Model selection with optuna
  • Generating data
• FAQ
• API Reference
  • metalearners package
• Change Log
  • 0.6.0 (2024-06-**)
  • 0.5.0 (2024-06-18)
  • 0.4.2 (2024-06-18)
  • 0.4.1 (2024-06-18)
  • 0.4.0 (2024-06-18)
  • 0.3.0 (2024-06-03)
  • 0.2.0 (2024-05-28)
  • 0.1.0 (2024-05-16)

Indices and tables

• Index

• Module Index

• Search Page