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19:34
2026-07-17
empirical.health
machine-learning

Wearable foundation models: a brief history

Apple, Google, and Empirical Health have developed wearable foundation models (WFMs) β€” neural networks pretrained on unlabeled sensor data from devices like Apple Watch and Fitbit β€” that can be adapte…

02:55
2026-07-01
empirical.health
machine-learning

LLM-style scaling laws hold for sensor data

Google researchers have found that scaling laws similar to those for large language models apply to wearable sensor data, with validation loss scaling predictably with compute, model size, and data si…

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