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AI in Production: Unveiling Use Cases, Security Risks, and Real-Life Experiences, Frank Catucci - ASW #234

Application Security Weekly (Audio)

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The Problem With Overfitting Machine Learning Models

Frank: One of the problems with a lot of these machine learning models, if you start getting too much higher percent accuracy on that, that means you're overfitting the model to it. You have to get someplace where like a human then is going to have to go back and actually look at it. There's a fair amount of human experience there. And so we also took a look at those pairing down those pieces of what would make a difference of what wouldn't or putting higher value on the items from like VDP and those type of things. It was largely there. A lot of discussion. There was a lot of trial and error. But I think people need to remember that

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