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Feature Scaling

import numpy as np
import pandas as pd
from sklearn.preprocessing import StandardScaler, MinMaxScaler, RobustScaler
views = pd.DataFrame([1295, 25., 19000, 5, 1, 300], columns=['VIEW'])
views
views['VIEW']
0     1295.0
1       25.0
2    19000.0
3        5.0
4        1.0
5      300.0
Name: VIEW, dtype: float64

Standard Scaling

It makes all the values centered around 0.

https://miro.medium.com/max/660/1*qXXqcZXhSTgw9tVhx7zNNw.gif