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Wake on light sleep?
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Classroom Contents
From the Cloud to the Edge: Reverse-Engineering and Downsizing a Black Box ML Algorithm for Sleep Stage Prediction
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- 1 Intro
- 2 Edge Impulse
- 3 Back to 2019...
- 4 So... sleep stage prediction?
- 5 A really nice fit for TinyML
- 6 Very common pattern in health
- 7 Using big models to help labeling: YOLOV5
- 8 Using big models to help labeling: Whisper
- 9 Using big models to help labeling: Segment Anything
- 10 Using cloud-based algorithms to label
- 11 Wake on light sleep?
- 12 Fetching data from device
- 13 Setting up pipelines
- 14 Catch errors early
- 15 Doing some ML on it
- 16 Getting all this to run on device
- 17 Feature extraction
- 18 Shortening feedback loop
