• Serenity (Generative AI)

• Song & Music Video
• Completed 2023

This song was created using a custom AI transformer model that was trained using piano renditions of pop and soft rock music. The goal of this project was to experiment with leveraging generative AI and transformer ...

• Microsoft HoloLens

• Commercial Project
• Completed 2011

HoloLens is a revolutionary new wearable device from Microsoft. HoloLens presents a seamless high definition augmented reality environment that allows users to experience their games, work, media, and life in a whole...

• Kinect for Xbox One

• Commercial Project
• Completed 2011

The Kinect for Xbox One is a significant evolution of the technology developed during the previous generation. It boasts a 3x improvement in sensing accuracy from upgraded color and depth cameras and a new depth sens...

• Kinect for Xbox 360

• Commercial Project
• Completed 2010

Kinect is a new accessory device for the Xbox 360 that converts player's real world physical movements into a virtual skeletal view. It accomplishes this feat using an array of sensors including rgb and depth cameras...

• Chess GPT

• Personal Project
• Completed 2022

A very simple sixty-line python snippet that uses the OpenAI API to play against itself in a two player turn based game. I've experimented with a few different games, requiring only that GPT understands a way of nota...

• Small Language Model Transformer

• Personal Project
• Completed 2020

A basic transformer encoding model that learns to write text in a similar style to its training set. This achieves a superior result (more coherent text with fewer training epochs) versus my previous iteration (RNN) ...

• Word Embedding Generator

• Personal Project
• Completed 2019

This project is a simple recurrent neural network that generates word embeddings given a training text file. Neural networks prefer dense low magnitude tensors. Word embeddings are numerical representations of words ...

• Recurrent Neural Networks

• Personal Project
• Completed 2018

A simple implementation of a recurrent neural network (in plain python) designed to learn the writing style of an author. Borrows heavily from textbooks and other sources, with support for character and word based t...

• Convolutional Neural Networks

• Personal Project
• Completed 2016

The purpose of this project was to build a toy implementation of a neural network that supports convolutional and max pooling layers, and compare this approach to classifying the MNIST handwritten number set against ...

• Neural Network Ensembles

• Personal Project
• Completed 2015

One method for increasing the accuracy of a learning system is to train multiple instances and gather them into an ensemble. During classification, each instance is polled, and the average of the votes determines the...

• Randomized Decision Forests

• Personal Project
• Completed 2014

This is a simple and flexible implementation of a randomized decision forest that enables object recognition and classification in images. Training and classification data is provided as simple 2D images with suppor...

• Cloud Machine Learning

• Commercial Project
• Completed 2014

Rain is a machine learning service that uses a large forest of randomized decision trees to detect lung nodules in computed tomography (CT) scans. I built this system as part of the incubation phase for a new ventur...