Databricks Community

JoaoPigozzo

Hello everyone,We are currently designing our Unity Catalog structure and would like feedback on whether our approach makes sense and how it could be improved.Context:We use a single Databricks workspace shared by Data Engineering and Data Science/ML...

JoaoPigozzo · 10-23-2025

Hi everyone,I’m designing the CI/CD process for our environment environment focused on machine learning and data science projects, and I’d like to understand what the best practices are regarding workspace organization—especially when using Unity Cat...

JoaoPigozzo · 05-23-2025

I’ve deployed OpenAI’s Whisper model as a serving endpoint in Databricks and I’m trying to transcribe an audio file.import whisper model = whisper.load_model("small") transcript = model.transcribe( word_timestamps=True, audio="path/to/audio...

JoaoPigozzo · 10-27-2025

Thank you @mark_ott. I tend to believe that having a single shared set of workspace (Development, Staging, PROD) would be the best choice to balance simplicity and governance aligned with our current complexity level. I also believe that FinOps objec...

JoaoPigozzo · 06-03-2025

Hi @lingareddy_Alva. I appreciate your response.I’ve looked for documentation but haven’t been able to find a solution. As you mentioned, I need to modify the serving endpoint’s inference logic to accept and handle this parameter. However, I don’t se...

JoaoPigozzo · 05-26-2025

Hello @lingareddy_Alva. Thank you for your response. I have deployed the Whisper model using the Serving UI, do I need to deploy with MLFlow or serve the model with a REST API?

Databricks Community

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Unity Catalog design in single workspace: dev/prod catalogs and schemas for projects — should we add

Best practices for structuring databricks workspaces for CI/CD and ML workflows

How to enable word_timestamps=True when querying a Whisper model deployed in Databricks?

Re: Best practices for structuring databricks workspaces for CI/CD and ML workflows

Re: How to enable word_timestamps=True when querying a Whisper model deployed in Databricks?

Re: How to enable word_timestamps=True when querying a Whisper model deployed in Databricks?