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Updated weekly · Last refresh Aug 30

InstaDeep Research Engineer Interview Questions

The questions to prepare for a InstaDeep Research Engineer interview. Questions from real interview reports rank first. Updated weekly.

50questions
~7htotal time
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1
CodingStart here. 7 questions · ~60 min
2
System Design7 questions · ~60 min
Design Feature Drift Monitoring SystemHard

Design a production ranking system with robust feature drift monitoring across batch and real-time features at high QPS.

Feature StoreFeature DriftModel ServingInstaDeep
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 ServingInstaDeep
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3
Model Evaluation3 questions · ~26 min
Choose Classification MetricsMedium

Choose the right classification metrics, and explain when precision, recall, and F1 score matter most.

F1 ScorePrecisionRecallInstaDeep
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4
Machine Learning19 questions · ~162 min
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 EngineeringRegularizationInstaDeep
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5
Behavioral & Leadership10 questions · ~85 min
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6
More topics4 questions · ~34 min
Bayes Theorem ExplanationMedium

Assesses your probability foundations and ability to explain conditional reasoning.

InstaDeep
SBDD Pipeline for Ab-Ag BindingHard

Assesses your ability to build an end-to-end SBDD pipeline and analyze binding results reproducibly.

Data AnalysisInstaDeep
LLMs and Biological ApplicationsHard

Evaluates your understanding of modern sequence modeling approaches in biology and protein contexts.

llmInstaDeep
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The finish line: interview-readyComplete all 50 questions to finish this plan.