RAG continues to rise (Practical AI #264)

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Daniel & Chris delight in conversation with “the funniest guy in AI”, Demetrios Brinkmann. Together they explore the results of the MLOps Community’s latest survey. They also preview the upcoming AI Quality Conference.

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Featuring:

• Demetrios Brinkmann – Twitter
• Chris Benson – Twitter, GitHub, LinkedIn, Website
• Daniel Whitenack – Twitter, GitHub, Website

Show Notes:

• MLOps Community
• AI Quality Conference
• Evaluation Survey
• RAG failover talk from Jerry Lui
• Prompt Templates the Song

Something missing or broken? PRs welcome!

Chapter

1. Welcome to Practical AI (00:00:00)

2. Welcome back Demetrios! (00:00:43)

https://cdn.changelog.com/uploads/avatars/people/0PYWO/avatar_large.jpg

3. The fall of fine-tuning, the rise of RAG (00:01:40)

4. RAG as a Service (00:03:12)

5. Traditional workloads vs AI workloads (00:03:40)

6. MLOps surveys (00:05:24)

7. Sponsor: Hacker Mindset (00:09:50)

https://thehackermindset.com

8. Effect of expertise (00:11:01)

9. Andreessen Horowitz survey (00:15:30)

10. Single points of failure (00:18:30)

11. What data do we use? (00:22:22)

12. Spread out community (00:25:54)

13. Correcting retrieval (00:29:28)

14. RBAC (00:32:55)

15. Sponsor: Changelog News (00:35:48)

https://changelog.com/news

16. Escaping transformers (00:37:31)

17. Neuromorphic computing (00:39:52)

18. MLOps in-person conference (00:44:35)

19. Outro (00:47:32)