Automate MLOps with SageMaker Projects

Create end-to-end ML solutions with CI/CD by using SageMaker projects.

Use SageMaker projects to create an MLOps solution to orchestrate and manage:

• Building custom images for processing, training, and inference

• Data preparation and feature engineering

• Training models

• Evaluating models

• Deploying models

• Monitoring and updating models

Topics

• Why Should You Use MLOps?
• What is a SageMaker Project?
• SageMaker Studio Permissions Required to Use Projects
• Create an MLOps Project using Amazon SageMaker Studio
• MLOps Project Templates
• View Project Resources
• Update an MLOps Project in Amazon SageMaker Studio
• Delete an MLOps Project using Amazon SageMaker Studio
• SageMaker MLOps Project Walkthrough
• SageMaker MLOps Project Walkthrough Using Third-party Git Repos