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Cradle Interview Questions

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

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1
Machine LearningStart here. 6 questions · ~48 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 TradeoffCradle
Bias-Variance Tradeoff in PracticeMedium

Explain the bias-variance tradeoff and how it guides model choice, regularization, and generalization performance.

Cross-ValidationBias-Variance TradeoffRegularizationCradle
Handling Missing Values in MLEasy

Explain practical strategies for handling missing values in a supervised learning workflow, from diagnosis to modeling and validation.

Cross-ValidationFeature EngineeringRegularizationCradle
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2
Model Evaluation3 questions · ~24 min
Improve Model Accuracy SystematicallyMedium

Approach for improving a model's accuracy by checking data, features, validation, and threshold choices.

Cross-ValidationAccuracyThreshold TuningCradle
Explain Precision and RecallMedium

Explain what precision and recall mean in classification, and how to interpret the tradeoff between them.

PrecisionAUC-ROCRecallCradle
ROC Curve CalculationMedium

Tests your knowledge of classification metrics and how to compute ROC from predictions and labels.

PrecisionAUC-ROCThreshold TuningCradle
3
Behavioral & Leadership8 questions · ~64 min
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4
More topics2 questions · ~16 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 ServingCradle
Text Preprocessing for NLPMedium

Tests your ability to build reliable NLP preprocessing pipelines and handle common text cleaning steps.

LemmatizationText ClassificationTokenizationCradle

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