One Wide Feedforward is All You Need We substantially reduce the number of parameters in a transformer models for machine translation with minimal drop in accuracy. (2023)

Beyond Rewards: a Hierarchical Perspective on Offline Multiagent Behavioral Analysis We learn latent spaces of multi-agent behaviour in reinforcement learning. (2022)

Large Scale Qualitative Evaluation of Generative Image Model Outputs We visualize generative image model outputs to facililate comparative analysis of model behaviours. (2022)

Tic-Tac-Toe the Hard Way A podcast in which writer and a software engineer explore the human choices that shape machine learning systems. (2020)

TensorFlow.js GPU Accelerated Machine Learning for the Web Platform. I also led development of tfjs-vis. (2018-2022)

Machine Visions Visual essay using machine learning and neural networks to explore visual motifs in Wes Anderson films. (2017)

A thousand ways to draw a thing. An experiment with the Quick Draw! dataset that uses Principal Component Analysis to explore variation in hand-drawn doodles (2017)

OpenVis Conf Talks 2017 Network themed visualization of conference talks from OpenVis. Speakers are connected by transcript similarity and tag groups. (2017)

Stereotropes A visualization of gender representation of character tropes in film and media. (2015)

OpenVis Conf Talks 2014 Visualization of conference talks from OpenVis. Dominant colors in speaker slides extracted to form basis of the visualization. (2014)

Tweets in a Visualization A quick sketch in creating a playful way to examine various features of your twitter stream. (2010)

Many Bills Web based visualization of congressional legislation that uses machine learning to reveal the topical substructure of bills. (2009/2010)

Share MS thesis project. A networked programming environment that tracked and visualized code reuse within a community of artist-programmers (2009).

Metropath(ologies) Art installation. Done in collaboration with the MIT Media Lab Sociable Media Group. Watch Video (2009)

Mycrocosm Visual data-driven microblogging website. Exploring the visual language of statistics and data visualization for personal expression. (2008)

The Quick Brown Fox Dynamic typeface whose form and evolution is paramaterized by your voice. (2007)

Passage Oublié Site specific art installation on the topic of extraordinary rendition. Installed for over a year in Toronto's Pearson International Airport. (2007)

Fugue #8 Spoken word performance piece for voice and dynamic type. (2007)

Taking Sides Rap & Dynamic Typography performance piece (2006)

Compass Undergraduate Senior Project. An information retrieval tool that uses the text of a document you are currently examining to re-rank search results. (2006)

Cellular Auto-Granulator Cellular Automata + Granular Synthesis. Max/MSP based tool for granular re-synthesis of audio. (2005)