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Updated weekly · Last refresh Oct 17

Pinterest Machine Learning Engineer Interview Questions

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

50questions
~11htotal time
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1
CodingStart here. 14 questions · ~179 min
Engagement Time SegmentsMedium
Practice

Use a sweep-line event aggregation to count active Pinterest pins across every elementary time interval.

aggregationArraysAlgorithmsPinterest
Near-Duplicate Image ClusteringMedium
Practice

Find connected image clusters from Pinterest near-duplicate mappings using an undirected graph traversal.

deduplicationdfsData StructuresPinterest
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2
System Design13 questions · ~166 min
Transformer ArchitectureHard

Explain self-attention, positional information, encoder-decoder structure, training, inference, and key transformer tradeoffs.

inference latencymodel inferencearchitecture patternsPinterest
Two Tower vs TikTok RecommenderHard

Compare two-tower retrieval with a more expressive TikTok-style recommender across quality, scale, latency, and operational complexity.

ML Rankinginference latencycomputational costPinterest
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3
Machine Learning14 questions · ~179 min
Manual Forward Pass With SigmoidHard
Recently asked

Calculate a dense neural network forward pass by applying affine transformations and the sigmoid activation step by step.

Neural Networksmodel architectureDeep LearningPinterest
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4
Model Evaluation3 questions · ~38 min
Regularization and ROC CurvesHard
Recently asked

Explain regularization and distinguish its effect on ROC curves for binary and non-binary classification.

ClassificationRegularizationAUC-ROCPinterest
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5
Behavioral & Leadership4 questions · ~51 min
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6
More topics2 questions · ~26 min
Combinatorics ProbabilityHard
Recently asked

Evaluates probability and combinatorics problem-solving skills.

combinatoricsprobabilityPinterest
Self-Attention Scaling and OptimizationHard
Recently asked

Tests understanding of attention complexity and strategies for scaling multimodal embeddings.

Language ModelsNLPMachine LearningPinterest
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