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Foundry.ai Interview Questions

The questions to prepare for Foundry.ai interviews, across all roles. Questions from real interview reports rank first. Updated daily.

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1
MetricsStart here. 3 questions · ~24 min
2
A/B Testing & Experimentation3 questions · ~24 min
Pitfalls in Streaming Experiment AnalysisHard

Identify major online experiment pitfalls and explain how they can bias results in a streaming product A/B test.

Network InterferenceNovelty EffectSample Ratio MismatchFoundry.ai
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3
Machine Learning7 questions + 1 drill · ~66 min
Handling Imbalanced Fraud LabelsMedium

Explain how to train and evaluate models on highly imbalanced fraud data without relying on misleading accuracy.

Cross-ValidationFeature EngineeringSupervised LearningFoundry.ai
Bias Variance and RegularizationMedium

Explain the bias-variance tradeoff mathematically and how L1 and L2 regularization change model complexity and weights.

Bias-Variance TradeoffRegularizationSupervised LearningFoundry.ai
Separating Two Bell DistributionsMedium
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Practice drill

Separate two overlapping populations by estimating a boundary from labeled data.

probabilityMachine Learningcomplex queriesApplied Materials
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4
Product Sense4 questions · ~32 min
Churn Without Labels Retention SolutionHard

Tests your approach to weak supervision, proxy labels, and building retention models without explicit churn labels.

User NeedsRetentionsolution designFoundry.ai
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5
Statistics & Probability6 questions · ~48 min
Modeling Probability ScenariosHard

Tests your ability to translate messy probability prompts into a correct mathematical model.

probabilitymodelingFoundry.ai
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6
Behavioral & Leadership7 questions · ~56 min
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7
More topics4 questions · ~32 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 ServingFoundry.ai
Optimizing Slow SQL JoinsMedium

Tests your SQL performance tuning skills and your ability to reason about query execution bottlenecks.

Performance TuningJoinssqlFoundry.ai
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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 34 questions plus 3 hands-on drills to finish this plan.