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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 daily.

50questions
~11htotal time
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1
CodingStart here. 10 questions · ~137 min
Implement Binary Search AlgorithmEasy
Practice
Recently asked

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

SearchingBooking[24]7.aiSchonfeld
Number of IslandsMedium
Practice
Recently asked

Count four-directionally connected islands in a 2D grid using BFS or DFS.

dfsbfsAlgorithmsAAmazon Kuiper Manufacturing EnterprisesCChatham FinancialAADCI - Karnataka
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2
SQL & Data Manipulation9 questions · ~123 min
7-Day Rolling Active UsersMedium
Practice
Recently asked

Compute daily active users and a 7-day rolling average using a CTE, distinct counts, and window functions.

Window FunctionsDate FunctionsRunning TotalsMetaSpotifyMeta IT
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3
Machine Learning9 questions · ~123 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 TradeoffCNABeyondmathAmerican Equity (AEL)
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4
System Design9 questions · ~123 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 Evaluation8 questions · ~110 min
Explain Core Classification MetricsEasy
Recently asked

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

F1 ScorePrecisionAUC-ROCOpenTextFujitsuBiz2Credit
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6
More topics5 questions · ~69 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
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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