Handle p≈n linear regression with L1

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Quick Overview

This question evaluates competence in high-dimensional linear regression, penalized estimation (L1/L2/elastic net), preprocessing and feature handling, cross-validation-based model selection, behavior with correlated predictors, and implications for post-selection inference.

Handle p≈n linear regression with L1

Company: Google

Role: Data Scientist

Category: Machine Learning

Difficulty: medium

Interview Round: Technical Screen

Overview: This question evaluates competence in high-dimensional linear regression, penalized estimation (L1/L2/elastic net), preprocessing and feature handling, cross-validation-based model selection, behavior with correlated predictors, and implications for post-selection inference.

Read the full Google Data Scientist interview experience this question came from

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Oct 13, 2025
mediumData ScientistTechnical ScreenMachine Learning
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