Projects
Technical projects across AI engineering, data science, quantitative finance, and more.
Data Science / Public Policy
Based on Raj Chetty's Opportunity Atlas, this tool helps parents assess demographics and opportunities in their zipcodes, exploring local community and school options.
Data Science / Financial Analysis
A comprehensive analysis of Bitcoin (BTC) and Ethereum (ETH) price movements, implementing various time series analysis techniques, machine learning models, and deep learning architectures. The project goes beyond traditional ARIMA modeling to incorporate advanced neural network architectures, feature engineering with external data sources, and pairs trading strategies.
Data Science / Financial Modeling
This project focuses on predicting the movements of stocks over time based on various financial and economic indicators. The goal is to determine the most important financial indicators affecting stock prices and develop an accurate predictive model. The analysis includes feature importance analysis, model training with various machine learning algorithms, and performance evaluation across different market conditions.
Sports Analytics / Data Science
This study dives into how specific metrics influence success in baseball, analyzing hitting, pitching, and fielding metrics to understand team performance. The project combines statistical rigor with domain knowledge to provide insights that can influence roster-building decisions, tactical approaches, and broadcasting narratives. The findings bridge the gap between traditional baseball insights and modern predictive techniques.
Sports Analytics / Game Theory
Modeling when coaches should go for two-point attempts versus extra points based on game situations and analytics.
Sports Analytics / Simulation
Estimating player value and team performance using Monte Carlo simulations with high school baseball statistics.
Data Science / NLP
Provides methods for assessing company similarity using specified sub-sections of 10-K filings. Uses cosine similarity of BERT embeddings for similarity.
Game Theory x Microeconomic Modelling
A model of firm behavior under a duopoly using classical microecnonimic multivariate maximization and game theory.
Computer Science x Mathematics
An explanation of how ChatGPT works from the ground up. Topics include basic neural networks, recurrent neural networks, and long short-term memory networks.
Big Data
A tract-level correlational analysis of economic growth factors, such as education and employment rate, on income, separated by gender and race.
Linear Algebra
An explanation of basic computer graphics. Includes discussions on transformations in 2D and 3D space, quaternions, perspective projections, and shadow mapping.