Scikit Learn

Scikit Learn has a great unified interface.

Estimators

• estimation is done by fit
• imputer is an example

Transformers

• transformation relies on learned parameters
• has a convenience method fit_tranform which combines fit and transform

Predictors

• ex: LinearRegression
• has predictand score method