portfolio

A sampling of my open-source projects that span machine learning, statistical inference, data visualization, and Kaggle competition solutions.

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BERTVision

High performance, parameter-efficient compression model architecture for BERT-based NLP tasks.
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Facial Keypoints Detection

Computer vision, custom neural-network stacking, and a top-score for a Kaggle competition.
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Social Media Intelligence

A statistics field experiment and analysis of the impact to perceptions of intelligence due to grammar errors.

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Data Visualization of ArXiV

A visual analysis of ArXiV AI/ML papers.
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Statistical Inference from Crime Data

A rigorous statistical analysis of North Carolina crima data with an aim for informing policy.
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World Bank Document Classification

A multi-language, multi-label, multi-class classification challenge.

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2018 Kaggle Data Science Bowl

An instance segmentation challenge; spot the nuclei, speed time to cures!
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Predicting Future Sales

How to achieve top performance in a time-series regression challenge on Kaggle.
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College Outcomes Prediction

Understanding the factors that inform college graudate earnings.