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Achievements

Achievement: Pull Sharkx3Achievement: Pair ExtraordinaireAchievement: QuickdrawAchievement: YOLO

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@EpistasisLab

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gketronDS/README.md

Hi, I'm Gabe Ketron 👋

I lead AI and data engineering at Vinotheque, building the data pipeline and analytics the business runs on.

🔭 What I'm working on

  • 🎬 AACC: an agent harness that turns your data into video presentations automatically (aacc-cli)
  • 🍷 The data and analytics stack at Vinotheque
  • 🧬 Contributing to TPOT, a 10k★ Python AutoML library that optimizes ML pipelines with genetic programming
  • 🤖 Co-authored early work evaluating LLM code generation against genetic programming on program synthesis (LLMvsGP_comparison, GECCO 2025)
  • 🛠️ Open-source ML utilities, like a memory-efficient Variational Autoencoder Imputer for scikit-learn

Before Vinotheque I did ML research at Cedars-Sinai, on AutoML and biomedical data.

📚 Selected publications

  • Comparing PushGP and GPT-4o on Program Synthesis with only Input-Output Examples, GECCO 2025
  • GP and LLMs for Program Synthesis: No Clear Winners, GPTP XXII (arXiv:2508.03966)
  • Pharmacokinetic and pharmacodynamic assessment of oral nicotinamide in the NEAT trial for early Alzheimer's disease, Alzheimer's Research & Therapy, 2025

📖 Full list on Google Scholar

🧰 Stack

Python · PyTorch · scikit-learn · SQL · TypeScript · R

📫 Find me

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  1. EpistasisLab/tpot EpistasisLab/tpot Public

    A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

    Jupyter Notebook 10.1k 1.6k

  2. KeggPathwaySelector KeggPathwaySelector Public

    Software for getting information on pathways related to a list of genes.

    R

  3. openai/parameter-golf openai/parameter-golf Public

    Train the smallest LM you can that fits in 16MB. Best model wins!

    Python 5.2k 3.3k

  4. aacc-cli aacc-cli Public

    Command Line Interface for creating analytics videos with agents.

  5. LLMvsGP_comparison LLMvsGP_comparison Public

    Comparing the program-synthesis capabilities of LLMs vs. PushGP on synthetic programming benchmarks

    Python

  6. VariationalAutoEncoderImputer VariationalAutoEncoderImputer Public

    A memory-efficient, sklearn-object re-write of R. Camino's Variational AutoEncoder Imputer.

    Python