Pragmatic and Standardized MLOps - Maria Vechtomova

We talked about:

• Maria's background
• Marvelous MLOps
• Maria's definition of MLOps
• Alternate team setups without a central MLOps team
• Pragmatic vs non-pragmatic MLOps
• Must-have ML tools (categories)
• Maturity assessment
• What to start with in MLOps
• Standardized MLOps
• Convincing DevOps to implement
• Understanding what the tools are used for instead of knowing all the tools
• Maria's next project plans
• Is LLM Ops a thing?
• What Ahold Delhaize does
• Resource recommendations to learn more about MLOps
• The importance of data engineering knowledge for ML engineers

Links:

• LinkedIn: https://www.linkedin.com/company/marvelous-mlops/

• Website: https://marvelousmlops.substack.com/

Free MLOps course: https://github.com/DataTalksClub/mlops-zoomcamp Join DataTalks.Club: https://datatalks.club/slack.html Our events: https://datatalks.club/events.html