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Pragmatic and Standardized MLOps - Maria Vechtomova
Manage episode 376454143 series 2831626
Content provided by DataTalks.Club. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by DataTalks.Club or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://ro.player.fm/legal.
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:
- 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
165 episoade
Distribuie
Manage episode 376454143 series 2831626
Content provided by DataTalks.Club. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by DataTalks.Club or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://ro.player.fm/legal.
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:
- 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
165 episoade
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