MLOps and Model Deployment

Topics Covered

• This module focuses on operationalizing machine learning through automated deployment and lifecycle management. Participants will learn MLOps concepts, CI/CD pipelines, model versioning, endpoint deployment, monitoring, and automated retraining.

Topics Covered

• MLOps Fundamentals
• SageMaker Pipelines
• Model Deployment
• Real-Time Endpoints
• Batch Inference
• CI/CD for ML
• Model Versioning
• Model Monitoring
• Automated Retraining