Monitoring and Maintaining AI Systems (2 weeks)

Core Concepts:
Model monitoring and maintenance in production
Managing data drift and model retraining
Logging, alerting, and anomaly detection

Tools:
Prometheus, Grafana, MLflow, Apache Kafka

Project:
Set up a monitoring and alerting system for a deployed model, including logging and metrics tracking.