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EPAM India Machine Learning Engineer Interview Questions

The questions to prepare for a EPAM India Machine Learning Engineer interview. Questions from real interview reports rank first. Updated weekly.

Docker vs Kubernetes in PipelinesEasy

Explain how Docker and Kubernetes differ in a pipeline environment, especially around packaging, runtime, orchestration, and operations.

InfrastructureToolsOrchestration
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EEPAM India
Versioning Datasets and Models
Medium

Best practices for reproducible dataset and model versioning in shared ML pipelines.

Data QualityToolsAutomation
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Diagnose Sudden Accuracy DropHard

Approach for diagnosing a sudden production accuracy drop, isolating root cause, and selecting the right fix.

CalibrationAccuracyThreshold Tuning
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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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Deploying ML Models on Kubernetes
Medium

Tests your ability to design scalable deployment workflows for ML services on Kubernetes.

kubernetesdocker
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Python Concurrency and Environments
Medium

Assesses your Python fundamentals for performance and dependency management in ML projects.

multithreadingpython
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LLMs, RAG, and Agentic AI
Hard

Evaluates your ability to implement and reason about modern LLM application patterns.

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LLM Concepts and Overfitting
Medium

Evaluates your understanding of core LLM concepts and common pitfalls in real systems.

transformersoverfitting
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