Module 9: Monitoring and Observability
๐ฏ Learning Objectivesโ
- Implement comprehensive model performance monitoring
- Detect and respond to data drift in production
- Design effective alerting and incident response procedures
๐ Module Contentโ
Chapter 1: Model Performance Monitoringโ
Production metrics, latency monitoring, error rates, business KPIs.
Chapter 2: Data Drift Detectionโ
Statistical tests, drift types, alerting strategies.
Chapter 3: Alerting and Incident Responseโ
Alert design, runbooks, on-call practices, post-mortems.
๐ Let's Begin!โ
Start with Chapter 1: Performance Monitoring.