Abhishek Singh | Decentralizing Machine Learning

Abhishek Singh is a Ph.D. student at MIT Media Lab. His research interests include collective intelligence, self-organization, and decentralized machine learning. The central question guiding his research is --- how can we (algorithmically) engineer adaptive networks to build anti-fragile systems? He has co-authored multiple papers and built systems in machine learning, data privacy, and distributed computing. Before joining MIT, Abhishek worked with Cisco for 2 years where he did research in AutoML and Machine Learning for systems. An Abstract The remarkable scaling of AI models has unlocked unprecedented capabilities in text and image generation, raising the question: why hasn't healthcare seen similar breakthroughs? While healthcare AI holds immense promise, progress has been stymied by fragmented data trapped in institutional silos. Traditional centralized approaches fall short in this domain, where privacy concerns and regulatory requirements prevent data consolidation. This talk introduces a framework for decentralized machine learning and discusses algorithms for enabling self-organization among participants with diverse resources and capabilities. About Foresight Institute Foresight Institute is a research organization and non-profit that supports the beneficial development of high-impact technologies. Since our founding in 1987 on a vision of guiding powerful technologies, we have continued to evolve into a many-armed organization that focuses on several fields of science and technology that are too ambitious for legacy institutions to support. Allison Duettmann The President and CEO of Foresight Institute, Allison Duettmann directs the Intelligent Cooperation, Molecular Machines, Biotech & Health Extension, Neurotech, and Space Programs, alongside Fellowships, Prizes, and Tech Trees. She has also been pivotal in co-initiating the Longevity Prize, pioneering initiatives like Existentialhope.com, and contributing to notable works like "Superintelligence: Coordination & Strategy" and "Gaming the Future". Get Involved with Foresight:Apply to our virtual technical seminars Join our in-person events and workshops Donate: Support Our Work – If you enjoy what we do, please consider this, as we are entirely funded by your donations! Follow Us: Twitter | Facebook | LinkedIn Note: Explore every word spoken on this podcast through Fathom.fm, an innovative podcast search engine. Hosted on Acast. See acast.com/privacy for more information.