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Updated weekly · Last refresh Oct 17

PayPal Machine Learning Engineer Interview Questions

The questions to prepare for a PayPal Machine Learning Engineer interview. Questions from real interview reports rank first. Updated daily.

50questions
~7htotal time
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1
CodingStart here. 8 questions · ~70 min
Product of Array Except IndexHard
Practice
Recently asked

Build each product-except-self value using prefix and suffix products in linear time without division.

ArraysArray ManipulationAlgorithmsPayPal
Implementing K-Means ClusteringMedium
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Recently asked

Implement Lloyd's k-means algorithm to cluster 2D points by iteratively updating centroids.

MathArraysSortingPayPal
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2
Machine Learning16 questions · ~140 min
Detect Card Fraud with Imbalanced DataEasy
Recently asked

Build an imbalanced binary classifier for card fraud detection using class weighting, resampling, and threshold tuning with PR-focused evaluation.

Hyperparameter TuningCross-ValidationFeature EngineeringPayPal
Supervised vs Unsupervised LearningEasy
Recently asked

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

Unsupervised LearningFeature EngineeringBias-Variance TradeoffPayPal
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3
System Design15 questions · ~131 min
Design Real-Time Fraud Risk ScoringHard
Recently asked

Design a real-time fraud scoring system for card transactions with strict latency, delayed labels, and high availability requirements.

Feature StoreFeature DriftModel ServingPayPal
Design a Real-Time ML Feature StoreHard
Recently asked

Design a shared feature store for training and low-latency inference across many ML systems with strict freshness and consistency needs.

Feature StoreFeature DriftModel ServingPayPal
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4
Model Evaluation3 questions · ~26 min
Evaluating Model PerformanceMedium
Recently asked

Tests your understanding of metrics, validation, and decision-focused evaluation.

PrecisionAccuracyRecallPayPal
Importance of Model InterpretabilityEasy
Recently asked

Tests your ability to justify interpretability tradeoffs for stakeholders and risk-sensitive use cases.

PrecisionAccuracyRecallPayPal
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5
Behavioral & Leadership8 questions · ~70 min
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