Double Machine Learning: Causal Inference based on ML
Welcome to the uai2022 tutorial “Double Machine Learning: Causal Inference based on ML” taking place in Eindhoven and virtually on August 1st, 2022 from 1:30pm to 3:30pm (UTC + 2).
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.
The tutorial is split into four parts:
- Introduction to Causal Machine Learning
- Double Machine Learning in Practice
- Slides
- Demand Elasticity Notebook (.ipynb)
- Hands-on Case Study: AB Testing Notebook (.ipynb), Solution
- AutoDML
- Outlook, discussion and conclusion
Getting started
Before we begin, please follow the installation instructions posted on the Getting Started page.