TensorFlow Lite
3 articles on TensorFlow Lite.
Acoustic Anomaly Detection: Glass Break and Scream Detection with YAMNet TensorFlow on Raspberry Pi
Build an acoustic anomaly detection system using YAMNet TensorFlow Lite on Raspberry Pi 5 to detect glass breaking, screaming, and alarm sounds, triggering Home Assistant alerts and LINE notifications.
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Predictive AQI Control: LSTM Forecasting to Pre-activate Air Purifiers Before PM2.5 Spikes
Use an LSTM neural network to forecast Bangkok AQI 1–4 hours ahead using IQAir API data, meteorological inputs, and seasonal patterns — proactively controlling air purifiers and ERV before PM2.5 reaches hazardous levels, reducing average exposure by 40–60%.
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AI Health Analytics in Home Assistant: Predictive Elderly Health Event Detection Using Machine Learning
Use Machine Learning (Python sklearn, TensorFlow Lite) on accumulated Home Assistant health data to predict risks — UTI, dehydration, and health state changes — before symptoms appear in Thai elderly.
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