Normalization, Standardization And Regularization

Created: 2023-02-17 12:06
#note

  1. Normalization adjusts the data -> if the data is on a very different scale, we need to normalize it (generally in a range [0,1]);
  2. Standardization re-scales data to have a mean of 0 and a standard deviation of 1;
  3. Regularization adjusts the prediction function by working on the weights in our model.

Tags

#ml