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Updated weekly · Last refresh Aug 30

Deepmind Data Scientist Interview Questions

The questions to prepare for a Deepmind Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

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1
Machine LearningStart here. 13 questions · ~104 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 TradeoffDeepmind
Feature Engineering for Predictive ModelsMedium

Explain how to choose, transform, and validate features for a predictive model using a structured ML workflow.

Cross-ValidationFeature EngineeringSupervised LearningDeepmind
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2
Behavioral & Leadership10 questions · ~80 min
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3
More topics11 questions · ~88 min
Define Feature Success MetricsMedium

Framework for choosing a feature's primary success metric and guardrails before launch.

MetricsFeature PrioritizationProduct VisionDeepmind
Diagnose a Metric Drop After LaunchMedium

Investigate why a key KPI moved the wrong way after a product change and separate signal from noise.

Lagging IndicatorsLeading IndicatorsDiagnosisDeepmind
Explain Cross-Validation in Model SelectionEasy

Explain what cross-validation is and why it matters when choosing between models.

Cross-ValidationAccuracyThreshold TuningDeepmind
Design Test for New FeatureMedium

Design an A/B test for a new platform feature, including success metrics, power, guardrails, and a clear ship decision.

experiment designfeature evaluationA/B TestingDeepmind
Linear Regression Model AssumptionsEasy

Tests understanding of regression assumptions needed for reliable inference and prediction.

RegressionHypothesis TestingStatistical SignificanceDeepmind
Top Items Per Category Over TimeMedium

Tests ability to write SQL for partitioned ranking across time windows.

Window FunctionsRankingAggregationsDeepmind
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 34 questions plus 3 hands-on drills to finish this plan.