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In the future, will run directly on the UV fixture's microcontroller. The device will locally calculate the safe UV dose (requiring no internet for inference). Once per day, it will send encrypted, anonymized "model updates" (not raw data) via HTTPS to the central Google cloud to improve the global model.

Note: This is a simplified pseudocode for the inference engine. ultraviolet schools ml https google

Start with this Google search phrase: site:.edu OR site:.gov "ultraviolet" "machine learning" school air quality In the future, will run directly on the