Jerry Liu on the Future of AI: LlamaIndex, LLMs, RAG, Prompting and more

Jerry Liu on the Future of AI: LlamaIndex, LLMs, RAG, Prompting and more

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Jerry Liu on the Future of AI: LlamaIndex, LLMs, RAG, Prompting and more
In this 25th episode, Jerry, co-founder and CEO of LlamaIndex shares valuable insights for anyone implementing LLM solutions. I decided to focus on Retrieval Augmented Generation (RAG) since it is the current "hype" solution, but we also touched on LLMs in general, the importance of good communication and documentation and more about the business sides of things. I hope you enjoy this episode of the What's AI podcast! Listen on Spotify: https://open.spotify.com/episode/6kwAoifrysLOZ3YUOEp16L?si=Mo7F3tRvR3ug2W42o_45CA Listen on Apple Podcasts: https://podcasts.apple.com/ca/podcast/jerry-liu-on-the-future-of-ai-llamaindex-llms/id1675099708?i=1000639008894 ►Twitter: https://twitter.com/Whats_AI ►My Newsletter (My AI updates and news clearly explained): https://louisbouchard.substack.com/ ►Support me on Patreon: https://www.patreon.com/whatsai ►Join Our AI Discord: https://discord.gg/learnaitogether How to start in AI/ML - A Complete Guide: ►https://www.louisbouchard.ai/learnai/ Become a member of the YouTube community, support my work and get a cool Discord role : https://www.youtube.com/channel/UCUzGQrN-lyyc0BWTYoJM_Sg/join Chapters: 0:00 Hey! Tap the Thumbs Up button and Subscribe. You'll learn a lot of cool stuff, I promise. 01:30 Jerry shares about his journey into AI 03:29 Went into AI product space instead of doing a master's degree and research? 04:56 Understanding the Basics of AI and LLMs 07:16 Beginner in AI... note down this recommendation! 09:50 Understanding LlamaIndex 12:40 Comparing LlamaIndex with Other Tools 16:30 Thoughts on Gemini? 19:29 Dealing with Multimodalities in LlamaIndex 21:25 Importance of Good Documentation 24:12 Deep Dive into Retrieval Augmented Generation (RAG) 28:35 RAG vs Fine-Tuning 34:43 The Importance of Chunking Size in RAG System 37:49 The Importance of Data Quality in Chunks 42:55 Evaluate the RAG system 46:05 The future of LLM 49:29 The Role of Prompt Engineering in AI 53:33 Which AI tools do you use? 57:11 About Llamaindex #ai #llm #rag