Dr. Jameson Toole is the CEO and cofounder of Fritz—helping developers teach devices how to see, hear, sense, and think.
He holds undergraduate degrees in Physics, Economics, and Applied Mathematics from the University of Michigan as well as an M.S. and PhD in Engineering Systems from MIT. His work in the Human Mobility and Networks Lab centered on applications of big data and machine learning to urban and transportation planning. Prior to founding Fritz, he built analytics pipelines for Google X’s Project Wing and ran the data science team at Jana Mobile.
Talks I've Given
Creating smaller, faster, production-worthy mobile machine learning models for Android
Featuring Jameson Toole
Getting machine learning models ready for use on-device is a major challenge. Drag-and-drop training tools can get you started, but the models they produce aren’t small enough or fast enough to ship. In this talk, you’ll learn optimization, pruning, and compression techniques that keep app sizes...data mobile-machine-learning tensorflow-lite quantization performance compression pruning optimisation mobile android