DiscoverThe MaML Podcast - Medicine & Machine LearningJerry Liu - Building LlamaIndex, the Data Framework for LLMs
Jerry Liu - Building LlamaIndex, the Data Framework for LLMs

Jerry Liu - Building LlamaIndex, the Data Framework for LLMs

Update: 2023-06-21
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Description

Jerry Liu is the co-founder and creator of LlamaIndex (formerly known as GPT-Index), an interface that allows users to connect their data to LLM’s such as Chat-GPT. He has a B.S. in Computer Science from Princeton and has worked at companies such as Quora, Uber, and Robust Intelligence prior to starting LlamaIndex.


Host: David Wu


Twitter: @davidjhwu


Audio Producer: Aaron Schumacher


LinkedIn: Aaron Schumacher 


Video Editor + Art: Saurin Kantesaria


Instagram: saorange314


Social Media: Nikhil Kapur




Time Stamps:


01:25 The path to starting LlamaIndex + initial ideas


07:09 LLMs like Chat-GPT vs traditional machine learning


10:00 4 steps of traditional machine learning


10:45 How do large LLMs change the game?


14:11 How does LlamaIndex help LLMs work with unstructured data?


18:08 How do you work with gigabytes of private data?


19:57 Organizing words and paragraphs by topic with embeddings


24:55 The importance of structuring data


26:00 3 key abstractions in LlamaIndex


29:25 Medical use cases for LlamaIndex


31:29 Increasing efficiency in medicine


33:25 An AI medical Research Assistant (Insight)


34:31 Other methods of connecting LLMs to data


36:55 What is langchain?


39:56 What work in the AI and LLM space excites you the most?


42:23 Do you ever feel scared about the developments of AI?


43:45 Llamas and Machine Learning


45:36 What do you think the future of AI in medicine will look like in 10-20 years?


47:24 What advice would you give to grad students, med students, and other early career professionals getting into AI and medicine?

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Jerry Liu - Building LlamaIndex, the Data Framework for LLMs

Jerry Liu - Building LlamaIndex, the Data Framework for LLMs

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