Machine Learning, Towards Data Science, AI, Data Science, Data Preprocessing.
Scaling methods affect differently on different classifiers. Distance-based classifiers like SVM, KNN, and MLP(neural network) dramatically benefit from scaling. But even trees (CART, RF), that are agnostic to some of the scaling methods, can benefit from other methods. Knowing the underlying math