I take ideas from a research question through to software other people can install and run. Below are the packages and live demos I ship and maintain, the engineering practices behind them, and the research projects they grew out of.
Hosted models you can try in the browser right now — no install needed.
Local-first applications: full products, but built to run on your own machine rather than a public server. The screenshots below show how they work.
Nine libraries released on PyPI. The seven below are actively maintained, each with continuous integration, Codecov-enforced coverage, and published API documentation.
Published and installable, still under active construction.
How the models get from a training run to something deployable — and how I check that a result is real before reporting it.
The research behind the software: multimodal, affective computing systems,
and the
machine learning models and tools they are built on.