Top 32
Prep plan
Updated weekly · Last refresh Oct 17

Shopee AI Engineer Interview Questions

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

32questions
~4htotal time
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1
Generative AI & LLMsStart here. 8 questions · ~65 min
Convert Text to EmbeddingsMedium

Tests ability to implement embedding generation and produce usable vectors.

Vector SearchStructured ExtractionPrompt EngineeringShopee
Explain LLMs and Their ApplicationsEasy

Explain what LLMs are, how they work at a high level, and where they are useful in real products.

Language ModelsPrompt EngineeringRAGShopee
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2
Model Evaluation3 questions · ~24 min
Debug Production Model UnderperformanceHard

Approach for debugging a model that performs well in training but underperforms in production.

Confusion MatrixCalibrationThreshold TuningShopee
Evaluate AI Initiative SuccessMedium

Tests ability to define metrics, offline and online evaluation, and success criteria.

F1 ScoreAUC-ROCAccuracyShopee
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3
System Design5 questions · ~40 min
Design an LLM Serving PlatformHard

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

Cold StartFeature StoreModel ServingShopee
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4
Coding3 questions · ~24 min
Efficient Large Dataset ProcessingMedium

Tests performance-aware algorithm design and handling of large-scale data.

ArraysSortingGreedyShopee
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5
Behavioral & Leadership11 questions · ~89 min
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6
More topics2 questions · ~16 min
Tune Hyperparameters for Model SelectionMedium

Choose hyperparameters with cross-validation and validation metrics, while balancing bias, variance, and overfitting.

Hyperparameter TuningCross-ValidationRegularizationShopee
Analyze Data for Actionable InsightsMedium

Tests data analysis approach, metrics selection, and translating findings into actions.

Cross-ValidationFeature EngineeringSupervised LearningShopee
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