What is a Decision Boundary?

Updated May 17, 2026

Short answer

A decision boundary separates classes in feature space.

Deep explanation

In Logistic Regression, the boundary is usually linear unless features are transformed.

Real-world example

Loan approval systems separate risky and safe applicants.

Common mistakes

  • Assuming all datasets are linearly separable.

Follow-up questions

  • How can non-linear boundaries be created?
  • What defines the boundary?

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