The MaML Podcast - Medicine & Machine Learning6 Aug 2021

Joachim Schultze - Swarm Learning, Blockchain, and Healthcare AI

In this episode we discuss a novel idea in the healthcare and AI space: using Swarm Learning and blockchain technology for decentralized and confidential machine learning on clinical data. This promising new framework for collaborative research improves both algorithm performance and preserves patient privacy.

This idea has been pioneered by Dr. Joachim Schultze, who recently published an exciting new paper on the subject in Nature. Dr. Joachim Schultze is a professor of Genomics and Immunoregulation at the DZNE in Germany and the University of Bonn.

2:30 Introduction and Background

6:00 Studying Broadly as an Academic

9:10 Joachim Schultze's introduction to A.I. through work on Leukemia

14:45 Recent Nature Paper - Swarm Learning & The Blockchain

21:10 Federated Learning vs. Swarm Learning

23:00 Using the Blockchain and Smart Contracts to Secure Data Sets

25:00 External Threats to the Swarm

29:40 Reaching Agreement Before Inter-Institutional Swarm Learning

35:50 Utilizing Multiple Nodes to Answer a Clinical Question

39:18 Reducing Technology-Driven Noise and Decreasing Bias With the Swarm

44:50 Open Science, Open Insights, But is Open Data Absolutely Necessary?

46:46 The Necessity of an Interprofessional Team to Complete This Project

48:30 Next Steps For This Project

54:10 Central Maintenance For The Swarm

55:10 Future of A.I. in Medicine

59:40 What Advice Would You Give To Your 20-Year Old Self

Interviewer: David Wu

Producer: Aaron Schumacher & Alexander Jacobs

Art: Saurin Kantesaria @saorange314 - Instagram

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