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Updated weekly · Last refresh Aug 30

AMD Construction Group Data Scientist Interview Questions

The questions to prepare for a AMD Construction Group Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

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1
Machine LearningStart here. 7 questions · ~56 min
Random Forest vs Gradient BoostingMedium

Tests model selection reasoning and understanding of ensemble trade-offs.

Hyperparameter TuningEnsemble MethodsSupervised LearningAMD Construction Group
Intuition Behind Gradient DescentMedium

Tests conceptual understanding of optimization used in machine learning.

Bias-Variance TradeoffSupervised LearningGradient DescentAMD Construction Group
Walk Through Your Most Complex ModelMedium

Tests end-to-end modeling skill and troubleshooting of data and modeling issues.

Cross-ValidationFeature EngineeringSupervised LearningAMD Construction Group
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2
Behavioral & Leadership3 questions · ~24 min
Explain Your Past ExperienceEasy

Assesses your ability to structure and communicate relevant experience for a data science role.

experienceresumeAMD Construction Group
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3
More topics4 questions · ~32 min
Choosing Metrics for ModelsEasy

Tests metric selection aligned to business goals and classification trade-offs.

F1 ScorePrecisionRecallAMD Construction Group
CUDA Kernel for Vector AdditionHard

Tests your ability to design and implement a basic CUDA kernel and map computation to GPU threads.

ProgrammingcudaAMD Construction Group
NLP and DS AlgorithmsMedium

Evaluates your algorithmic thinking and ability to connect it to NLP use cases.

Data StructuresAlgorithmsAMD Construction Group
Diagnosing Accuracy vs Business OutcomesMedium

Tests ability to connect offline metrics to real business impact and root-cause issues.

AccuracyThreshold TuningDiagnosisAMD Construction Group

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