Operations and deployment

Deployment Guide Deployment Strategy

Blue/Green deployments for zero downtime

Canary releases for risk mitigation

Rollback Conditions

Metric degradation

Increased error rates

Monitoring Setup

System Metrics

CPU, memory, and network usage

Model Metrics

Prediction distribution

Data drift

Concept drift

Alerting

Threshold-based alerts

Anomaly-based alerts

Scheduled retraining cycles

Model version deprecation

Security updates