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Selected Projects

This page contains work samples from my post-secondary studies and personal projects I have completed since graduation. These include research papers, coding competitions, and useful programming modules. To learn more about a specific project, click anywhere on its name to expand the project card.

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Overview

Evaluates the predictive power of common variants for determining an individual's genetic predisposition to autism.

Useful Links

GitHub Proposal Report

Tech Stack

Python R Bash PLINK (1.9) Bioconductor bcftools Galaxy server Linux/UNIX Great Lakes HPC Cluster

Overview

Estimates an individual's location in 25-dimensional space given their proximity to reference populations, with coordinates (Global25) derived from a PCA of 500K+ variants.

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Python NumPy (Linear Algebra) CI/CD Version Control Git HTML JavaScript

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Overview

Estimates the conditional average treatment effect (CATE) of low birth weight on infant mortality, using a sample of 1000+ twin pairs from the CDC's National Center for Health Statistics.

Report

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Python econML R-Learner Double Machine Learning Histogram Gradient Boosting (scikit-learn) SHAP Google Colab

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Overview

Compares the accuracy, precision, and AUROC for 4 different algorithms (XGBoost, SVM, random forest, and histogram gradient boosting) to predict heart disease outcomes based on 14 predictors.

Report

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XGBoost SVM Random Forest Histogram Gradient Boosting R Markdown

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Overview

A Streamlit app that implements a support vector machine to predict the prevalence of mental health issues in a given location based on world happiness metrics.

GitHub link
Interactive App

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Ensemble Learning scikit-learn SVM MLOPS Streamlit Jupyter

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Overview

A 2-month long coding competition that explored the capabilities of LLMs for playing chess.

GitHub link

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Text-Based Inference LLMs QWEN-4B Google Colab Unsloth Huggingface

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An R package with use cases in math and science; initially created as an assignment for a course in big data computing, but I have expanded it over the past year.

GitHub link

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RStudio Git CI/CD Version Control Software Development

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Overview

An interactive lesson that teaches the fundamentals of topological data analysis, supplementing Dr. Isabel Darcy's course in algebraic toplogy (MATH 7450).

GitHub link

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RStudio Swirl/Swirlify CI/CD Version Control Data Analysis