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EPISODE · Oct 16, 2026 · 10 MIN

How AI Can Learn from Your Data Without Seeing It

from Dave Linthicum Is Not AI · host David Linthicum

What if organizations could build powerful AI together without ever sharing their private data? This video explores federated learning marketplaces, an emerging cloud computing idea that could reshape how hospitals, banks, governments, and companies collaborate on artificial intelligence. Instead of moving sensitive records into one central database, each organization trains an AI model locally on its own data. Only the model updates are shared, combined, tested, and then made available through a marketplace where buyers can license trusted AI models. The key innovation is provenance: a clear record showing who contributed, what type of data was used, how the model was trained, and how well it performed. This creates a new way to build AI that is private, auditable, and commercially valuable. We will break down how the process works, why it matters for regulated industries, what risks still exist, and why model provenance could become as important as the model itself. If cloud computing is moving from simple storage and servers to trusted AI collaboration, federated learning marketplaces may be one of the most important ideas hiding in plain sight. This is not just about better models; it is about making AI collaboration possible where data sharing was once impossible.

Episode metadata supplied by the publisher feed · Published Oct 16, 2026

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