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Real-Time Security Event Anomaly Detection

HardCoding00:00
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Your question is Real-Time Security Event Anomaly Detection. Take a moment with it on the right.

Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).

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Problem

How would you optimize an algorithm that processes a continuous stream of security events at Uber to identify anomalous patterns in real-time?