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Updated weekly · Last refresh Oct 17

PepsiCo AI Engineer Interview Questions

The questions to prepare for a PepsiCo AI Engineer interview. Questions from real interview reports rank first. Updated daily.

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1
CodingStart here. 4 questions · ~42 min
Cosine Similarity ImplementationEasy
Practice

Implement cosine similarity for two numeric vectors using dot product and vector norms.

implementationPepsiCo
Rolling Model Performance MetricsMedium
Practice

Compute streaming rolling averages with a fixed-size sliding window and constant-time updates.

system designaggregationArraysPepsiCo
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2
Generative AI & LLMs5 questions · ~53 min
Fix Hallucinations in RAG AnswersEasy

Reduce hallucinations in a RAG system even when retrieval is already correct, using grounding, verification, and evaluation.

PepsiCo
LLM Serving for Latency and ThroughputHard

Design a production LLM serving system that balances latency, throughput, cost, reliability, and safe degradation.

latencyllm deploymentinference optimizationPepsiCo
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3
System Design4 questions · ~42 min
Design an LLM Serving PlatformHard

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

Cold StartFeature StoreModel ServingPepsiCo
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4
Behavioral & Leadership4 questions · ~42 min
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5
More topics3 questions · ~32 min
Manage Production Model DriftHard

Approach for detecting, interpreting, and responding to model drift in a production AI system.

CalibrationAUC-ROCThreshold TuningPepsiCo
When Not to Use AIHard

Define AI and evaluate when a deterministic rule, manual process, or simpler statistical model is preferable to machine learning.

model selectioninterpretabilitymodel choicePepsiCo
GPU Memory Constraints for Multiple ModelsMedium

Evaluates your strategies for model loading, memory optimization, and maintaining performance under GPU constraints.

optimizationPepsiCo

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