Training an Atari Bot

I wanted to share the steps I took to run an implementation of this paper on Deep Q-networks that can be trained to play video games. By the end of this you will be able to observe a reinforcement algorithm train on the Atari game Breakout. And, if given enough…

Capacity Management Information System

The Capacity Management Information System (CMIS) is a business intelligence tool for tracking resource consumption across the data center. Includes custom interactive data visualizations, ETL protocols, and modeling of future consumption. The backend service was written in Clojure against a MongoDB instance. Capacity consumption data was interactively analyzed on the…

Location-aware Recommendation Engine

This interface was designed for Skytree to demonstrate the power of combining machine learning with location data. The behavior of an actor is predicted based on distance and previous activity. The combination of classic controls and a geospatial interface provided Skytree with a unique story to begin explaining their machine…

Movie Recommender

At Skytree I worked closely with data scientists to prototype applications that showcased Skytree's machine learning software. Machine learning can be a difficult concept to explain to the general public. This software was used as a demonstration at the Strata and improved Skytree's brand image. The application presents the viewer…

Moodle Graph

At the Naval Postgraduate School Center for Homeland Defense and Security I had the pleasure of working with Dr. Ted Lewis to create an in browser social network analysis application to improve distance learning. Moodle Graph uses the same data source as the existing Moodle forums. This allows discussions within…