Deploying ML models on iOS for robust tracking of respiratory rate

Name: Deploying ML models on iOS for robust tracking of respiratory rate
Start: 2023-11-23T16:00:00+00:00
End: 2023-11-23T19:00:00+00:00
Location: Sleep Cycle

Meetup

Thursday 23 November 2023, 17:00–20:00

Sleep Cycle, Drakegatan 10

Mikael Kågebäck from Sleep Cycle speaking at a GAIA meetup at Sleep Cycle’s office on 23 November 2023. Photo by Jakob Andersson.

The invitation as we published it before the event.

Sleep Cycle processes more than 4.5 petabytes of audio data every night to provide sleep and health tracking to over 2 million consumers in 160+ countries. That is approximately one millennium of audio analyzed for breathing, snoring, movements, sleep talking, and more. Learn how Sleep Cycle deploys ML models on iOS to create a highly private and scalable ML architecture and how we leverage this to create robust audio-based tracking of respiratory rate in diverse real-world environments.

Agenda

17:00 Welcome
17:30 This is Sleep Cycle
17:45 How to deploy ML models on iOS
18:15 Food and drinks
18:45 Deep dive into respiratory rate
19:15 Mingel