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What strategies would you employ to handle different types of anomalies (point, contextual, collective) in your detection system?
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Data Analyst
Marketer
General
Differentiate your approach for each anomaly type: statistical methods for point anomalies, contextual variables for contextual anomalies, and pattern recognition for collective anomalies.
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Very hard Difficulty
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System Design question
System Design questions evaluate your ability to architect complex software solutions. Demonstrate your approach to requirements analysis, component design, scalability considerations, and how you make architectural trade-offs.