Scikit-Learn - Feature Scaling with StandardScaler and MinMaxScaler

Introduction

In this tutorial, we want to scale features of a Pandas DataFrame. In order to do this, we use the StandardScaler() class and the MinMaxScaler() class of Scikit-Learn.

Import Libraries

First, we import the following python modules:

import pandas as pd
from sklearn.datasets import fetch_california_housing
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler, MinMaxScaler