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EPAM India Interview Questions

The questions to prepare for EPAM India interviews, across all roles. Questions from real interview reports rank first. Updated weekly.

Batch vs Stream Processing Trade-offs
Medium

Compare batch and stream processing across latency, complexity, cost, and data quality in a modern analytics pipeline.

InfrastructureStream ProcessingETL
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Design an LLM Serving Platform
Hard

Design an LLM serving system that balances latency, cost, scalability, and safety for production traffic.

Cold StartFeature StoreModel Serving
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Binary Search on Sorted Array
Medium

Tests correct binary search implementation and handling of search termination conditions.

binary searchData StructuresAlgorithms
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Investigate User Engagement DeclineMedium

Investigate a 15% engagement decline by decomposing the metric, isolating root causes, and proposing actions.

RetentionDiagnosisEngagement Metrics
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Detect Production Drift in Models
Hard

How to detect data drift and concept drift in production using metric shifts, control charts, and calibration checks.

CalibrationAUC-ROCThreshold Tuning
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Statistical Significance in A/B
Medium

Tests ability to interpret statistical significance for product decisions.

Statistical SignificanceA/B Testing
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Common Pitfalls in Experiment Results
Hard

Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio Mismatch
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