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Automating the Migration of ML Models and Metadata to Unity Catalog

Himanshu4
New Contributor II

Hello everyone,

I am currently working on a project where I need to migrate ML models from the Model Registry of one Databricks workspace to the Unity Catalog (schema/catalog) of another workspace. This migration needs to include not only the models themselves but also their associated metadata, such as model signatures, tags, and artifacts.

I would like to ask:

  1. Best Practices: What are the best practices for automating the migration process of ML models and their metadata between workspaces in Databricks?

  2. Automation Approaches: Are there specific tools, libraries, or scripts that can help automate this migration? Has anyone developed a custom solution that they could share?

  3. Handling Metadata: What specific metadata should I focus on preserving during the migration? How can I ensure that this metadata remains intact and accessible in the new workspace?

1 REPLY 1

gchandra
Databricks Employee
Databricks Employee

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