Using Federated Machine Learning to Overcome the AI Scale Disadvantage

A promising new approach to training AI models lets companies with small data sets collaborate while safeguarding proprietary information.

Deep pockets, access to talent, and massive investments in computing infrastructure only partly explain why most major breakthroughs in artificial intelligence have come from a select group of Big Tech companies that includes Amazon, Google, and Microsoft. What sets the tech giants apart from the many other businesses seeking to gain an edge from AI are the vast amounts of data they collect as platform operators. Amazon alone processes millions of transactions each month on its platform. ...

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