Joachim Schultze's guest appearances

Joachim Schultze

Mendelspod Podcast

Forschung Aktuell - Deutschlandfunk

Forschung aktuell

The MaML Podcast - Medicine & Machine Learning

Chris Mason

Noam Chomsky

Rob Knight

Judy Gichoya

Shawn Baker

Eric Schadt

Amy Miller

Eric Topol

George Church

Carl Zimmer

Vivian Lee

Bonnie Anderson

David Orban

Neil Littman

Cathy Smith

OwlTail

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 &amp; 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 &amp; Alexander Jacobs Art: Saurin Kantesaria @saorange314 - Instagram

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 &amp; 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 &amp; Alexander Jacobs Art: Saurin Kantesaria @saorange314 - Instagram

Joachim Schultze - Swarm Learning, Blockchain, and Healthcare AI

The title says it all here.  Herr Professor Schultze directs a major facility that he calls a single cell genomics platform.  They have most of the single cell technologies available and partner with labs from all over the world on research.Advances in single cell technologies are changing basic research and also delivering results for translational work in everything from immunology to obesity.“Biology will never be the same again,” says Joachim.

The title says it all here. Herr Professor Schultze directs a major facility that he calls a single cell genomics platform. They have most of the single cell technologies available and partner with labs from all over the world on research. Advances in single cell technologies are changing basic research and also delivering results for translational work in everything from immunology to obesity. “Biology will never be the same again,” says Joachim.

It’s a Gold Rush in Single Cell Genomics, Says Joachim Schultze, U of Bonn