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Top 50 Applied Scientist Interview Questions

The 50 most important questions to prepare for Applied Scientist interviews. Questions from real interview reports rank first. Updated weekly.

50questions
~10htotal time
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1
CodingStart here. 10 questions · ~121 min
Implement Binary Search AlgorithmEasy
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Recently asked

Write a binary search function to find a target value in a sorted array.

SearchingBookingIngenioBiz2Credit
Longest Substring Without RepeatsMedium
Practice
Recently asked

Find the longest substring with all unique characters using a sliding window.

Hash TablesStringsTwo PointersUnknownsCandescentDropbox
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2
SQL & Data Manipulation3 questions + 1 drill · ~46 min
3
Machine Learning10 questions · ~121 min
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 TradeoffCNABeyondmathBooking
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4
System Design10 questions · ~121 min
Design Feature Drift Monitoring SystemHard
Recently asked

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

Feature StoreFeature DriftModel ServingAlpacaApexSafaricom
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5
Model Evaluation10 questions · ~121 min
Explain Core Classification MetricsEasy
Recently asked

Explain precision, recall, F1-score, and ROC-AUC for a classification model.

F1 ScorePrecisionAUC-ROCFujitsuBiz2CreditExpedia (IT)
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6
Statistics & Probability3 questions · ~36 min
A/B Testing for Product FeaturesMedium
Recently asked

Explain how to design and evaluate an A/B test for a product feature, including metrics, MDE, sample size, and guardrails.

Hypothesis TestingStatistical SignificanceA/B TestingPTCBungalowIpsos
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7
More topics4 questions · ~48 min
Explain Transformer Self-AttentionHard
Recently asked

Explain how transformer self-attention works, including its role in sequence modeling and why it scales better than RNNs.

Neural NetworksLanguage ModelsDeep LearningWorkdayJPMorganChaseSantander Holdings USA
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The finish line: interview-readyComplete all 50 questions plus 1 hands-on drill to finish this plan.