Overview
Anomaly detection for a telecom client’s servers, replacing fixed alert thresholds with a machine-learning model.
What I did
- Trained and evaluated an anomaly detection model on Amazon SageMaker
- Built an automated pipeline that scores new metrics and retrains the model
- Connected the results to monitoring and alerting
Main tools
- Amazon SageMaker
- AWS Lambda
- Python
- CloudWatch