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[] Avoiding tooling sprawl
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Classroom Contents
Why is MLOps Hard in an Enterprise? - Challenges and Solutions
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- 1 [] Maria & Basak's preferred coffee
- 2 [] LLM's in Production Conference Part 2 coming up on June 15-16!
- 3 [] Maria & Basak's background
- 4 [] Takeaways
- 5 [] A colorful history
- 6 [] 4 levels of evolution
- 7 [] Standardization and Model Registry Evolution
- 8 [] Ahold Delhaize Standard task
- 9 [] Ahold Delhaize Workflow
- 10 [] Avoiding tooling sprawl
- 11 [] Guardrails
- 12 [] Secret sharing and credential sharing sloppy processes
- 13 [] Distrust between devops engineers and data scientists
- 14 [] MLOps vs DevOps
- 15 [] Monitoring pieces heroes
- 16 [] Future accumulative cost issues
- 17 [] Exploratory phase in notebooks
- 18 [] Production level code system
- 19 [] Blind spots
- 20 [] Using AI and chat GPT on new projects
- 21 [] Wrap up
