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Ryan Drapeau: Battling Fraud with ML at Stripe
The Gradient: Perspectives on AI
The Importance of Data Locality in Fraud
Stripe SIRs have had to deal with laws that limit where data can be stored for the citizens or users or businesses within a domain. Data locality makes this a little bit harder as it fragments that network. And so we've had to explore quite a few techniques to get around this. One of them is essentially this idea that we can take a payment and pass it through an encoder and create an embedding for that payment. That embedding now may not be subject to the data locality legislature because it's no longer a payment, it's no long any data that would be usable or identifiable.
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