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Updated weekly · Last refresh Oct 6

Amazon Web Services GenAI Engineer Interview Questions

The questions to prepare for a Amazon Web Services GenAI Engineer interview. Questions from real interview reports rank first. Updated daily.

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1
Generative AI & LLMsStart here. 5 questions · ~40 min
Explain GAN Architecture and UsesMedium

Explain GAN architecture, adversarial training, and common image processing applications.

Neural NetworksDeep LearningFine-TuningAmazon Web Services
Ethics in Generative AI DeploymentMedium

Discuss the main ethical risks in deploying generative AI, including hallucination, misuse, privacy, and governance.

HallucinationPrompt InjectionLLM EvaluationAmazon Web Services
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2
Machine Learning5 questions · ~40 min
Fine-Tuning vs Prompted APIsMedium

Compare when to fine-tune a foundation model versus relying on prompt engineering with a managed API.

Trade-offsPrompt Engineeringmodel fine-tuningAmazon Web Services
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3
System Design8 questions · ~64 min
Design a Low Latency RAG PlatformHard
Recently asked

Design a low latency RAG system over millions of documents, with scalable retrieval, ranking, generation, and production monitoring.

low latencyscalabilityRAG architectureAmazon Web Services
Design a Personalized Recommendation RankerHard

Design a personalized recommendation system that turns user preferences into ranked suggestions with retrieval, ranking, and feedback loops.

RetrievalTwo-Tower ModelsRecommendation SystemsAmazon Web Services
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4
Behavioral & Leadership12 questions · ~96 min
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5
More topics3 questions · ~24 min
Optimize Production Model PerformanceMedium

Approach for improving a production AI model using evaluation, threshold tuning, calibration, and targeted error analysis.

PrecisionAccuracyRecallAmazon Web Services
Privacy Compliance in Data PipelinesMedium

Approach for building privacy controls, lineage, and auditability into data pipelines that handle personal data.

Compliancedata privacyPipelinesAmazon Web Services
Handling Architectural Stakeholder ConflictMedium

Tests conflict resolution and influence when a stakeholder challenges an architectural decision with meaningful business or technical stakes.

Conflict ResolutionStakeholder ManagementCommunicationAmazon Web Services

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