Feature Scaling: Normalization vs Standardization

Data Scientist 8 min min read Updated: Mar 05, 2026

Feature Scaling: Normalization vs Standardization in Data Scientist

Topic 2 of 5

Feature Scaling

Different features may have different ranges.

  • Normalization → values between 0 and 1
  • Standardization → mean 0 and std 1

Scaling helps algorithms converge faster.

Related: Categorical Encoding

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