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Design Login Anomaly Detection Features

MediumSystem Design00:00
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Your question is Design Login Anomaly Detection Features. Take a moment with it on the right.

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Problem

Scenario

You are building an ML system for a security product that flags suspicious login activity and possible account takeover attempts. The system needs to score login events in near real time and help downstream enforcement decide whether to allow, challenge, or block access.

Question

What features would you engineer to detect anomalous login behaviors or account takeover attempts?