Explain How L1 and L2 Regularization Change Linear-Model Coefficients

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Quick Overview

Review a machine learning interview question comparing ordinary least squares with L1 and L2 regularization. The prompt focuses on coefficient behavior, model complexity, interpretation, and how to reason about changes across penalized linear models.

Explain How L1 and L2 Regularization Change Linear-Model Coefficients

Company: Point72

Role: Data Scientist

Category: Machine Learning

Difficulty: medium

Interview Round: Onsite

Overview: Review a machine learning interview question comparing ordinary least squares with L1 and L2 regularization. The prompt focuses on coefficient behavior, model complexity, interpretation, and how to reason about changes across penalized linear models.

Read the full Point72 Data Scientist interview experience this question came from

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Point72
Jun 12, 2026
mediumData ScientistOnsiteMachine Learning
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