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Rakuten Payment Research Scientist Interview Questions

The questions to prepare for a Rakuten Payment Research Scientist interview. Questions from real interview reports rank first. Updated daily.

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1
CodingStart here. 4 questions · ~38 min
Custom Loss Function in PythonHard
Practice

Implement numerically stable binary focal loss with label smoothing, class weighting, and exact gradients using pure Python.

coding challengepythonRRakuten Payment
Cross-Entropy and PyTorch Data LoadingHard

Tests your ability to implement core ML components and handle large-scale data pipelines in PyTorch.

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Linked List Under Time PressureMedium

Assesses algorithmic problem-solving and coding execution under time constraints.

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2
Machine Learning5 questions · ~48 min
Detect Card Fraud with Imbalanced DataEasy

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

Hyperparameter TuningCross-ValidationFeature EngineeringRRakuten Payment
Transformer Architecture and LossesMedium

Assesses your understanding of transformers, loss functions, and practical implementation details.

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Bootstrapping for Model ValidationMedium

Assesses practical knowledge of resampling methods for reliable model validation.

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3
Behavioral & Leadership4 questions · ~38 min
Explaining a High-Impact ProjectEasy

Tests whether you can clearly explain a past project with ownership, decision-making, and measurable impact.

Communicationrecent projectstechnical experienceRRakuten Payment
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4
More topics1 question · ~10 min
Recommendation System for PaymentsHard

Evaluates system design skills for building a recommendation system in a payment context.

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