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Expedia Group Machine Learning Engineer Interview Questions

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

50questions
~7htotal time
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1
CodingStart here. 8 questions · ~67 min
2
Machine Learning13 questions · ~109 min
Supervised vs Unsupervised LearningEasy

Explain how supervised and unsupervised learning differ, and ground the distinction in a practical ML example.

Unsupervised LearningFeature EngineeringBias-Variance TradeoffExpedia Group
Handling Missing Data in MLMedium

Explain practical strategies for handling missing data and how to validate that the chosen approach improves model performance.

Feature EngineeringData WranglingSupervised LearningExpedia Group
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3
System Design10 questions · ~84 min
Design a Personalized Product RecommenderHard

Design an end-to-end product recommendation system for a large e-commerce marketplace with strict latency and freshness needs.

Feature StoreFeature DriftModel ServingExpedia Group
Design a Travel ML PlatformMedium

Design the ML infrastructure for a travel marketplace that supports training, feature management, and low-latency serving for ranking systems.

InfrastructureFeature StoreModel ServingExpedia Group
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4
Pipelines6 questions · ~50 min
Data Preprocessing and ML InferenceMedium

Assesses your ability to implement preprocessing and inference workflows collaboratively in Python.

data preprocessingml inferenceExpedia Group
Data Engineer Tasks You’ve HandledMedium

Assesses your hands-on experience with data engineering work relevant to ML pipelines.

ETLBatch ProcessingData ModelingExpedia Group
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5
Behavioral & Leadership12 questions · ~101 min
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6
More topics1 question · ~8 min
The finish line: interview-readyComplete all 50 questions to finish this plan.