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Updated weekly · Last refresh Oct 17

UST Global Machine Learning Engineer Interview Questions

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

32questions
~5htotal time
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1
Machine LearningStart here. 5 questions · ~48 min
Handling Class Imbalance in ClassificationMedium

Explain practical ways to train and evaluate a classifier when the target classes are highly imbalanced.

model trainingSupervised LearningClass ImbalanceUST Global
KNN and Deep Learning ConceptsMedium

Assesses practical ML fundamentals across KNN and neural network feature-function understanding.

linear regressionUST Global
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2
System Design3 questions · ~29 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 ServingUST Global
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3
Coding6 questions · ~58 min
Logistic Regression From ScratchHard
Practice

Implement batch logistic regression with a stable sigmoid, L2 regularization, and gradient descent for CircleUp classification signals.

MathArraysGradient DescentUST Global
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4
Behavioral & Leadership12 questions · ~115 min
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5
More topics6 questions · ~58 min
Explain Precision and RecallMedium

Explain what precision and recall mean in classification, and how to interpret the tradeoff between them.

PrecisionAUC-ROCRecallUST Global
Synthetic Hospital Data InsightsHard

Evaluates exploratory data analysis skills and ability to extract actionable insights from healthcare-like data.

Data AnalysisinsightsUST Global
User Prompt vs System PromptMedium

Assesses understanding of prompt roles and how they affect model behavior.

UST Global
Generative vs Traditional AIMedium

Tests your ability to communicate AI concepts clearly to business stakeholders at UST Global.

Stakeholder ManagementCommunicationartificial intelligenceUST Global
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