Portfolio

QuantConnect Strategies

Consultation services on how to create effective algorithmic trading strategies with QuantConnect

WWU Student Pathways Visualization

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Led a team in creating a Sankey diagram visualizing student pathways through various colleges at Western Washington University. Built using PowerBI, Python, NumPy, and Pandas.

Instacart Market Basket Analysis

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Analyzed Instacart's historical data to visualize item popularity using Python and R.

Machine Learning Final Project

Created a linear regression model to predict baseball strike counts over the next 10 games, based on historical game data. Built using Python, LightGBM, NumPy, and Pandas and optimized with Bayesian optimization.

Astrophysics Graduate Research

Developed Python programs to process high-resolution Hubble and Spitzer images, constraining magnitude errors of Lyman-alpha emitting galaxies. Utilized Monte Carlo simulations and classification techniques based on redshift data.

Astrophysics Undergraduate Research

Wrote Python code to analyze gravitational lensing effects on high-redshift supernovae, visualized galaxy spectra from large astronomical surveys, and conducted statistical analysis of astrophysical data.