Causal Inference and Machine Learning in Practice with EconML and CausalML
kdd2021-tutorial
Causal Inference and Machine Learning in Practice with EconML and CausalML: Industrial Use Cases at Microsoft, TripAdvisor, Uber
Schedule
Time
- 4:00 AM – 7:00 AM August 15, 2021 SGT
- 4:00 PM – 7:00 PM August 14, 2021 EDT
- 1:00 PM – 4:00 PM August 14, 2021 PDT
Live Zoom Link
To be shared within the KDD 21 Virtual Platform during the conference.
Abstract
In recent years, both academic research and industry applications see an increased effort in using machine learning methods to measure granular causal effects and design optimal policies based on these causal estimates. Open source packages such as CausalML and EconML provide a unified interface for applied researchers and industry practitioners with a variety of machine learning