What is the difference between fit, transform, and fit_transform in Scikit-Learn?

fit learns parameters, transform applies transformation, and fit_transform does both in one step.

fit computes statistics like mean, variance, or learned structure from data. transform applies these learned parameters to modify data. fit_transform is a convenience method used during training to avoid separate calls. Misuse of fit_transform on test data leads to data leakage.