Early Experiments

These are old school, weekend, and hackathon projects. Some were useful; some were mainly excuses to learn a model or system by building the smallest thing that made it concrete.

I keep them because they show the path, not because they represent my best work.

AI / Search

ByteSize

2024

A Bitcamp prototype for semantic document search: query a collection by meaning and related language rather than exact wording.

GitHub (opens in new tab)

Hermes

2024

A command-line tool for sending code snippets and searching message history by meaning. I used it to experiment with BERT embeddings, vector search, and a developer workflow that stayed inside the terminal.

Music Similarity Search

An experiment in finding songs by how they sound rather than how they are labeled, using learned audio representations and vector search.

Movie Success Prediction

2024

An early data-science project using exploratory analysis, feature engineering, and XGBoost to predict whether a film would be commercially successful.

Systems

Unix-like Shell in C

2024

A small shell with tokenization into a command tree, pipes, file redirection, boolean operators, and process control. Building it made operating-system abstractions considerably less abstract.

Computer Vision

YOLO Parking Pass Detector

2022

A computer-vision system that detected vehicle parking passes at roughly 96 percent accuracy, then used OCR to read the pass number.

Platonic Rotation

2021

A visualization of linear algebra: rotate Platonic solids in three dimensions and project them into two using transformation matrices and OpenCV.

GitHub (opens in new tab)