Hey everyone! Thank you so much for watching the 67th Weaviate Podcast, announcing Weaviate on the AWS Marketplace! This was one of my favorite podcasts to date with a deep dive on the details of running RAG applications in the cloud, our general understanding of LLM Fine-Tuning and RAG, as well as a really interesting discussion on VPCs and Hybrid SaaS! I hope you find the podcast useful, as always we are more than happy to answer any questions or discuss any ideas you have about the content presented in the podcast!
Learn more here: https://aws.amazon.com/marketplace/seller-profile?id=seller-jxgfug62rvpxs
As well as here: https://weaviate.io/developers/weaviate/installation/aws-marketplace
Chapters
0:00 Welcome Farshad
0:38 Weaviate’s Journey to AWS
2:05 Retrieval-Augmented Generation and Vector DBs
3:44 Running AI in the Cloud
9:40 Fine-Tuning LLMs vs. RAG
10:30 Skill vs. Knowledge (Lawyer Example)
14:28 Continual Learning of LLMs
16:50 Searching through multiple sources
19:58 Hybrid Search controlled by LLMs
22:10 Classes versus Filters
25:00 SQL and Vector Search
25:55 Favorite RAG Use Cases
31:55 Cloud Benchmarking
37:00 Price Performance
38:20 Tuning HNSW
42:15 Horizontal Scalability on AWS Marketplace
47:00 Privacy Requirements
54:45 Weaviate Hybrid SaaS