System Design

What strategies would you employ to handle different types of anomalies (point, contextual, collective) in your detection system?

Software EngineerEngineering ManagerTechnical Program ManagerMachine Learning Engineer

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Wealthsimple

Did you come across this question in an interview?

  • How would you architect an anomaly detection system that provides clear explanations for detected anomalies?
  • What strategies would you employ to handle different types of anomalies (point, contextual, collective) in your detection system?
  • Design a system that can efficiently process streaming metrics data and apply multiple detection algorithms in parallel.
  • Develop a system for detecting anomalies in metrics in real-time.
  • Build a real-time system to detect anomalies in operational metrics.
  • Build a real-time anomaly detection system for large-scale metrics.
  • Build a system for anomaly detection in real-time metrics.
  • Design a system for real-time anomaly detection in system metrics.

Interview question asked to Technical Program Managers, Software Engineers, Engineering Managers and other roles interviewing at Teem, PagerDuty, Wealthsimple and others: What strategies would you employ to handle different types of anomalies (point, contextual, collective) in your detection system?.