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NYC Data Science Academy Interview Questions

The questions to prepare for NYC Data Science Academy interviews, across all roles. Questions from real interview reports rank first. Updated weekly.

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1
Machine LearningStart here. 7 questions · ~56 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 TradeoffNYC Data Science Academy
Prevent Overfitting in ML ModelsEasy

Explain how to reduce overfitting using regularization, validation, and model selection.

Cross-ValidationBias-Variance TradeoffRegularizationNYC Data Science Academy
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 LearningNYC Data Science Academy
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2
More topics6 questions · ~48 min
Choosing Classification Evaluation MetricsEasy

Explain which classification metrics to use and how metric choice depends on the business objective and error tradeoffs.

PrecisionAccuracyRecallNYC Data Science Academy
Stakeholder UnderstandingEasy

Tests clarity, audience awareness, and ability to translate analysis into decisions.

User ResearchUser NeedsValue PropositionNYC Data Science Academy
Diagnosing Engagement DropsMedium

Tests metrics thinking, diagnostic analysis, and ability to propose actionable next steps.

Leading IndicatorsDiagnosisEngagement MetricsNYC Data Science Academy
Evaluate Model EffectivenessEasy

Assess whether a model is effective using core classification metrics and the confusion matrix.

PrecisionAccuracyRecallNYC Data Science Academy
Presenting to Non-Technical StakeholdersMedium

Tests communication skills and tailoring insights for non-technical decision makers.

User ResearchUser NeedsValue PropositionNYC Data Science Academy
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