What is the difference between normalization and standardization in data preparation?

Normalization scales the data to a range between $0$ and $1,$ while standardization scales the data to have a mean of $0$ and a standard deviation of $1.$

Normalization transforms the data to a normal distribution, while standardization transforms the data to a standard format.

Normalization removes the outliers from the data, while standardization removes the noise from the data.

Normalization and standardization are the same thing. S L

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