Selected Work
Projects
Things I've built, broken, and shipped.
Featured
Machine Learning · Risk Analytics
TransX Reefer Risk Model
1.4M
Records
90%+
AUC
841
Units
77%
Failure Capture
Built a risk prediction model for a fleet of refrigerated trailers. The model takes in maintenance history, telematics, weather, and trip data to flag which units are most likely to fail on their next trip. It's deployed and actually being used by the operations team to prioritize shop visits and reduce breakdowns.
Python
XGBoost
Pandas
Risk Modeling
Production ML
Deep Learning · Esports Analytics
CS2 Round Prediction
95.75%
Accuracy
50GB
Dataset
Trained a deep learning model on 50GB of Counter-Strike 2 match data to predict which team wins each round. The model looks at player positions, economy, weapons, and health at any point in a round and predicts the outcome in real time.
Python
PyTorch
Deep Learning
Neural Networks
Data Analytics · Cross-Database
Global Book Reviews
Connected multiple book review databases together to build a recommendation system. You can search across different sources, see rating trends, and get suggestions based on what you've read before.
Python
SQL
Multi-DB
Analytics
Finance · Quantitative Analysis
ETF Portfolio Backtester
A backtesting tool that lets you test different ETF portfolio mixes against historical data. Plug in your ETFs and weights, pick a time range, and it calculates returns, Sharpe ratio, max drawdown, and compares everything against a benchmark like SPY.
Python
Finance
Backtesting
Portfolio Theory
Featured
CRM · No-Code · API Integration
C4K Operations Infrastructure
Set up the whole ops backend for a nonprofit from zero. Built the CRM in Airtable, wired up automations in Zapier, created outbound email pipelines with SmartLead and Clay, and even built an AI tool that reads business cards and adds contacts automatically. Everything feeds into one system that the team and board uses daily.
Airtable
Zapier
SmartLead
Clay
REST APIs
AI/OCR
Open Source · Database
Skybase
Contributed to an open-source project that gives any database a spreadsheet-like interface. Think Airtable but you can run it on your own infrastructure and connect it to your existing databases.
TypeScript
Open Source
No-Code
Database
Featured
Robotics · Inverse Kinematics
Hexapod Robot
Built a six-legged walking robot with inverse kinematics and Dynamixel motors. It's designed to climb metal structures and do visual inspections, replacing the need for scaffolding. We raised a pre-seed round off the back of this prototype.
Robotics
Inverse Kinematics
Dynamixel
Hardware
Competition · Engineering
NASA Mars Rover
Led a team of six at NASA's Space University Program. We built a rover, a rocket, and heat shields on a tight budget, then competed in a Mars-simulated rock retrieval challenge. Took first place.
Leadership
Prototyping
Engineering
NASA
Mobile · Travel Tech
LocateIT
A travel app that recommends destinations based on what you're into. Built in Flutter, pulls location data and user preferences to suggest places you'd actually want to visit.
Flutter
Dart
Mobile
UI/UX
Corporate · Web Development
Supreme Group Website
Corporate site for a business development company. Clean responsive design, built with TypeScript. Handles their online presence and contact flow.
TypeScript
Web
Corporate