Projects

All cover artwork is generated using Imagen 4.

Data Science / Public Policy

Redesigning Opportunity

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

Advanced Cryptocurrency Time Series Analysis

Comprehensive analysis of BTC and ETH price movements using time series analysis, machine learning models, and deep learning architectures.

Data Science / Financial Modeling

Predicting Stock Price Variation

Analysis of stock price movements using financial and economic indicators with statistical learning and machine learning techniques.

Sports Analytics / Data Science

Baseball Analytics: Creating a Betting Edge

Analysis of baseball metrics to understand and predict team performance, providing insights for team management and betting strategies.

Sports Analytics / Game Theory

Analysis of NFL Two-Point Conversions

Modeling when coaches should go for two-point attempts versus extra points based on game situations and analytics.

Sports Analytics / Simulation

Modeling Baseball Games with Monte Carlo

Estimating player value and team performance using Monte Carlo simulations with high school baseball statistics.

Data Science / NLP

Analyzing Similarity of Companies Using 10-K Filings

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

Simulating Firm Behavior Under Duopolies

A model of firm behavior under a duopoly using classical microecnonimic multivariate maximization and game theory.

Computer Science x Mathematics

Understanding ChatGPT: Neural Networks from Scratch

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

Exploring Racial Inequality in El Paso: A Big Data Approach

A tract-level correlational analysis of economic growth factors, such as education and employment rate, on group income at the 25th percentile, separated by gender and race.

Linear Algebra

Computer Graphics

An explanation of the basics of computer graphics. Includes discussions on transformations in 2D and 3D space, quaternions, perspective projections, and shadow mapping.