IoT · anomaly detection
Water quality monitoring
Select a remote site and inject a sensor anomaly to see how monitoring flags a reading.
Interactive simulation · Synthetic data / simulated hardware
Remote sensor controls
Illustrative ranges drive the browser alert. The downloadable Python example separately trains a classifier on synthetic data.
Water quality overview
24 synthetic samplespH trend
Download project source
Includes the browser simulation, implementation notes and supporting example source.