ML models (e.g., regression, reinforcement learning) can:
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Prevents attackers from reverse-engineering the model's decision boundaries. ML models (e
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Google’s provides automated, short-lived certificates for each IoT device in the school. If a device is compromised, its certificate auto-expires within 24 hours.
Schools cannot afford downtime. An ML classifier (e.g., a Random Forest or Neural Network) monitors the "slope of degradation." If Lamp #14 in the cafeteria is decaying faster than expected (due to humidity or power fluctuations), the ML model issues a work order via Google Workspace to the maintenance team before the lamp falls below the threshold of efficacy.