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
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