topic Machine Learning Model Deployment on Databricks with Unity Catalog in Machine Learning https://community.databricks.com/t5/machine-learning/machine-learning-model-deployment-on-databricks-with-unity/m-p/90788#M3686 <P>Hi everyone!&nbsp;<SPAN>I found it would be helpful to document and share my experiences navigating model deployment on Databricks with the recent changes to deploy models to Unity Catalog instead of the Workspace Model Registry.&nbsp;</SPAN></P><P><SPAN><A href="https://medium.com/p/7d04e8539540" target="_blank" rel="noopener nofollow noreferrer">https://medium.com/p/7d04e8539540</A></SPAN></P> Tue, 17 Sep 2024 18:58:00 GMT ac10 2024-09-17T18:58:00Z Machine Learning Model Deployment on Databricks with Unity Catalog https://community.databricks.com/t5/machine-learning/machine-learning-model-deployment-on-databricks-with-unity/m-p/90788#M3686 <P>Hi everyone!&nbsp;<SPAN>I found it would be helpful to document and share my experiences navigating model deployment on Databricks with the recent changes to deploy models to Unity Catalog instead of the Workspace Model Registry.&nbsp;</SPAN></P><P><SPAN><A href="https://medium.com/p/7d04e8539540" target="_blank" rel="noopener nofollow noreferrer">https://medium.com/p/7d04e8539540</A></SPAN></P> Tue, 17 Sep 2024 18:58:00 GMT https://community.databricks.com/t5/machine-learning/machine-learning-model-deployment-on-databricks-with-unity/m-p/90788#M3686 ac10 2024-09-17T18:58:00Z Re: Machine Learning Model Deployment on Databricks with Unity Catalog https://community.databricks.com/t5/machine-learning/machine-learning-model-deployment-on-databricks-with-unity/m-p/137313#M4400 <P class="p1">Thanks for sharing this in-depth piece, <a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/121327">@ac10</a>&nbsp;. Your walkthrough of model deployment via Unity Catalog is clear and practical—especially the insight about handling model signatures when working with Spark DataFrames. This will definitely help practitioners navigating the transition from the legacy registry to the new workflow. Looking forward to your next post.</P> <P class="p1">Cheers, Louis.</P> Sun, 02 Nov 2025 20:57:39 GMT https://community.databricks.com/t5/machine-learning/machine-learning-model-deployment-on-databricks-with-unity/m-p/137313#M4400 Louis_Frolio 2025-11-02T20:57:39Z