Quantification of Robotic Surgeries with Vision-Based Deep Learning

no code implementations • 6 May 2022 • Dani Kiyasseh, Runzhuo Ma, Taseen F. Haque, Jessica Nguyen, Christian Wagner, Animashree Anandkumar, Andrew J. Hung

We believe this is a prerequisite for the provision of surgical feedback and modulation of surgeon performance in pursuit of improved patient outcomes.

Navigate Skills Assessment +1

Production federated keyword spotting via distillation, filtering, and joint federated-centralized training

no code implementations • 11 Apr 2022 • Andrew Hard, Kurt Partridge, Neng Chen, Sean Augenstein, Aishanee Shah, Hyun Jin Park, Alex Park, Sara Ng, Jessica Nguyen, Ignacio Lopez Moreno, Rajiv Mathews, Françoise Beaufays

We trained a keyword spotting model using federated learning on real user devices and observed significant improvements when the model was deployed for inference on phones.

Federated Learning Keyword Spotting