Tools for Causality - Double Machine Learning
Welcome to the DoubleML course in the “Tools for Causality” school taking place in Autrans/Grenoble (FR) on September 25 to 29, 2023.
On this website you’ll find all materials that are used during the tutorial. We will share the materials with participants here just before the tutorial starts.
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Day 1: Basics of Double Machine Learning
- Introduction to Causal Machine Learning and Double Machine Learning,
- Introduction to Causal Machine Learning with
DoubleMLfor Python - Heterogeneous Treatment Effects with
DoubleML - Shiny app Key Ingredients of Double Machine Learning
- Notebook
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Day 2: Sensitivity Analysis and Advanced Methods
- Introduction to Sensitivity Analysis with
DoubleML - Notebooks
- Outlook: Advanced Topics for DoubleML (Difference-in-Differences)
- Introduction to Sensitivity Analysis with
Getting started
Before we begin, please follow the installation instructions posted on the Getting Started page.