How Does Congress Actually Work? Data from 15K Bills
Only 2% of congressional bills become law. We analyze 15K bills from 2021-2023 to understand what drives legislative success and failure.
Python
Kabsch Algorithm: NumPy, PyTorch, TensorFlow, and JAX
Learn to align molecular structures and point clouds using the Kabsch algorithm, with differentiable implementations for modern ML frameworks.
Automated Adatom Diffusion Workflow
A LAMMPS and EAM workflow simulating adatom diffusion on copper and platinum FCC surfaces, with a Python layer for energy and trajectory diagnostics.
Mini-Protein Trajectory Generation
An automated GROMACS pipeline generating ML-ready molecular dynamics datasets: capped dipeptides across nine residues, with atomic forces at 0.1 ps resolution.
Look, Don't Tweet: Unified Data Models for Social NLP
Bachelor’s thesis introducing PyConversations, an open-source library that normalizes over 308 million posts from Twitter, Reddit, Facebook, and 4chan into a unified data model for cross-platform social media research.
Word Embeddings in NLP: An Introduction
Learn how computers understand words through mathematical vectors, from simple counting methods to contextual embeddings that power modern NLP.
Term Schedule Optimizer
A scraper and recursive backtracking search over Drexel’s Term Master Schedule, enumerating every course schedule that satisfies a set of hard and soft constraints.
Rubik's Cube Player - Drexel Music Hackathon 2017
A project I built with Emmanuel Espino and Jason Zogheb at the 2017 Drexel Music Hackathon. It uses computer vision to read a Rubik’s cube and generates music based on how solved each face is.
Rubik's Cube Sonification
A 24-hour hackathon build that scans a Rubik’s cube by webcam and sonifies it, synthesizing PCM audio byte-by-byte with equal-temperament intervals.