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Top 50 data preprocessing Interview Questions

The most frequently asked data preprocessing questions across all roles and companies, ranked by real interview frequency. Updated daily.

50questions
~9htotal time
231companies covered
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1
CodingStart here. 7 questions · ~76 min
Preprocessing for Model IngestionHard
Practice
Recently asked

Impute, normalize, and one-hot encode raw Randstad Digital Belgium model features in deterministic order.

data preprocessingpythonRandstad Digital Belgium
Noisy Sensor Data PreprocessingHard
Practice

Sort, deduplicate, and replace sensor outliers using a centered sliding-window median.

deduplicationdata preprocessingArraysTwin Health
Optimize Slow Data PreprocessingMedium
Practice

Optimize record preprocessing with one-pass normalization, filtering, and deduplication to reduce latency.

data preprocessingPerformance Tuningclean codeInfosys
Build a PyTorch Dataset PipelineHard
Practice

Normalize, tokenize, pad, and batch labeled text records into model-ready training inputs.

data preprocessingCodingArraysScale
Preprocess Data With Missing and OutliersMedium
Practice

Impute missing values and cap numeric outliers using medians, IQR bounds, and categorical modes.

missing valuesdata preprocessingoutliersProduct & Design
Feature Scaling From ScratchMedium
Practice

Implement column-wise min-max and z-score feature scaling from scratch for Wadhwani Institute model inputs.

data preprocessingcoding challengeWadhwani Institute for Artificial Intelligence
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2
Machine Learning39 questions · ~424 min
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3
More topics4 questions · ~43 min
Hands-on SQL practiceWrite and run real queries in the editor. 1 drill · ~10 min
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