What is Normalization & Standardization?

Normalization (?????????), is a technique often applied as part of data preparation for machine learning. The goal is to change the values of numeric columns in the dataset to use a common scale, without distorting differences in the ranges of values or losing information.

  • It ensures that all features ‘contribute equally’ to the distance calculations, preventing features with larger magnitudes from dominating
  • The minimum value will be 0 and the maximum value will be 1

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