Automate MLOps with SageMaker Projects
Important
As of November 30, 2023, the previous Amazon SageMaker Studio experience is now named Amazon SageMaker Studio Classic. The following section is specific to using the Studio Classic application. For information about using the updated Studio experience, see Amazon SageMaker Studio.
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:
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Building custom images for processing, training, and inference
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Data preparation and feature engineering
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Training models
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Evaluating models
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Deploying models
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Monitoring and updating models
Topics
- What is a SageMaker Project?
- SageMaker Studio Permissions Required to Use Projects
- Create an MLOps Project using Amazon SageMaker Studio Classic
- MLOps Project Templates
- View Project Resources
- Update an MLOps Project in Amazon SageMaker Studio Classic
- Delete an MLOps Project using Amazon SageMaker Studio Classic
- SageMaker MLOps Project Walkthrough
- SageMaker MLOps Project Walkthrough Using Third-party Git Repos