Tom Beer
Blog
2024
Uplift Modeling II
Part 2: Decision making and evaluation metrics
Aug 2024
Uplift Modeling I
Part 1: Motivation & Causal Modeling
Jun 2024
2023
A Simple Hotel Recommender
Built with LLMs and TripAdvisor reviews
Jun 2023
2022
Predicting recipe popularity
For my favorite food blog
Oct 2022
Revisiting the bias variance tradeoff
A classical principle in modern times
Jul 2022
On the Hazards of Proxies II
Part 2: Prediction models
Apr 2022
2021
Responsible Automation by Learning to Reject
This post introduces the framework of rejection learning with applications to algorithmic automation problems.
May 2021
On the Hazards of Proxies I
Part 1: Causal Inference
Feb 2021
2020
Deep Networks for Scientific Discovery
Summary of the MLHC paper
Jul 2020
The Synthetic Control Method
With application to California's anti-smoking program
Jul 2020
Air Pollution in Haifa
Exploratory data analysis
Jun 2020
Debiasing Doodle Polls
Uncovering users' true preferences
Apr 2020