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levon003/README.md

Zachary Levonian

Hi there! I'm a data scientist and researcher.

You can learn more about my research interests on my homepage.

My most recent release is llm-math-education, a Python package implementing retrieval-augmented generation for ChatGPT to support middle-school math tutoring.

Here are a few of my research prototypes:

  • HealthBlogRec: a prototype deep learning recommender system for health blogs.
  • ALSim: a simulation library that implements several state-of-the-art active learning algorithms.
  • wiki-ores-feedback: a web app and auditing analysis for vandalism detection classifiers on Wikipedia.

And here are some standalone analyses:

  • covid-data-analysis: Exploratory modeling with COVID-19 patient data. Explainable logistic regression models with Pandas, statsmodels, scikit-learn, and pytest.
  • biomarker-case-study: High-performance binary classification with patient demographic and biomarker data. Gradient Boosting Machines with Pandas and scikit-learn.

Data science is when you make graphs from random noise

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  1. HealthBlogRec HealthBlogRec Public

    A recommendation system for peer health blogs.

    Jupyter Notebook

  2. DigitalHarborFoundation/llm-math-education DigitalHarborFoundation/llm-math-education Public

    Retrieval augmented generation for middle-school math question answering and hint generation.

    Jupyter Notebook 34 4

  3. ALSim ALSim Public

    ALSim is a Python library for iterative batch-mode active learning simulations.

    Python

  4. covid-data-analysis covid-data-analysis Public

    Basic modeling with COVID data; a good demonstration of my approach to data science.

    Jupyter Notebook

  5. wiki-ores-feedback wiki-ores-feedback Public

    ORES-Inspect is a web app for auditing machine learning models used on Wikipedia.

    Jupyter Notebook 1

  6. nlp-for-hci-workshop nlp-for-hci-workshop Public

    Materials for a 2019 workshop on NLP for social computing/HCI researchers.

    Jupyter Notebook 2