Production ML Monitoring App
MLOps application for sensor anomaly detection that compares candidate models, tracks experiments, serves inference, logs predictions, produces drift reports, and defines retraining triggers.
Submit sensor readings and inspect anomaly probability with monitoring context.
Page expectations
What this route loads and what you should see.
Loads monitoring and training summaries before prediction.
Returns anomaly flag, probability, and model version.
Predict anomaly
Submit sensor readings and inspect anomaly probability with monitoring context.
Returns anomaly flag, probability, and model version.
Prefilled with a valid baseline sensor reading. Adjust any value, then submit to inspect the anomaly result.
Anomaly result
Returns anomaly flag, probability, and model version.
Monitoring summary
Loads monitoring and training summaries before prediction.
Training metrics
Training summary for the currently deployed anomaly model.