The MaML Podcast - Medicine & Machine Learning21 Jun 2023

Jerry Liu - Building LlamaIndex, the Data Framework for LLMs

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?

Denne episoden er hentet fra en åpen RSS-feed og er ikke publisert av Podme. Den kan derfor inneholde annonser.

Episoder(54)

Dr. Shauna Overgaard - Bridging the Code to Bedside Gap

Dr. Shauna Overgaard is the Senior Director of AI Strategy & Frameworks at Mayo Clinic, where she focuses on applying AI and data science to healthcare. She also founded Clarity - Applied Intelligence...

22 Aug 202546min

Your Surgeon Could Be an Algorithm - Dr Max Feinstein, Hit Medical YouTuber

Dr. Max Feinstein is a pediatric cardiac anesthesiologist and notably, a successful YouTuber. He has written on topics like AI’s role in future healthcare, vaping’s impact on anesthesiology, and recog...

28 Apr 20251h 17min

Dr. Steven Hart - From factory worker to leader in AI and Digital Pathology at Mayo Clinic

Dr. Steven Hart is a Senior Associate Consultant in AI at Mayo Clinic who has played a key role in shaping genomics and digital pathology with GenomeGPS, Mayo Clinic’s primary DNA sequencing workflow....

14 Feb 20251h 1min

Ran Shaul - K Health: A Doctor in Your Pocket

Ran Shaul is the chief product officer and co-founder of K Health. With his robust background as a successful founder, Ran has been pivotal in transforming how we approach medical diagnostics and pers...

31 Aug 202446min

Robert Dürichen - Future of Medicine, AI, Patient Data

Dr. Robert Dürichen leads the machine learning analytics team at Arcturis Data, a company focused on processing and analyzing large-scale electronic health record (EHR) datasets. His current research ...

11 Aug 202447min

Dr. Nina Kottler - AI & Radiology: Then, Now, and Beyond

Dr. Nina Kottler is the associate chief medical officer of clinical artificial intelligence and vice president of clinical operations for Radiology Partners, the largest radiology practice in the US, ...

27 Des 20231h 4min

Munjal Shah - Hippocratic AI: A Safety-First Healthcare LLM

Munjal Shah is the co-founder and CEO of Hippocratic AI, a new startup in Generative AI + Healthcare. Hippocratic is building a safety-focused large language model specifically built for the healthcar...

24 Okt 202358min

Dr. Muhammad Mamdani - AI Research in Healthcare Policy and Education

Dr. Mamdani is a professor, pharmacist, and epidemiologist. He is the Vice President of Data Science and Advanced Analytics at Unity Health Toronto and Director of the University of Toronto Temerty Ce...

2 Okt 20231h 3min