Lec-6.10 Data Preprocessing Feature Scaling (Arif Butt @ Data Science)
1:09 Learning Agenda
2:24 Data Preprocessing and Feature Engineering
3:20 What is Feature Scaling?
6:48 Why do we need to do Feature Scaling?
10:43 How to do Feature Scaling?
12:45 Practical Implementation of Feature Scaling
14:39 MaxAbsScalar
19:56 MinMaxScalar
23:56 StandardScalar
26:12 RobustScalar
28:12 Comparison of Scaling Techniques
28:58 Impact of Outliers on Scaling Techniques
32:18 Feature Scaling on Real World Dataset
email: [email protected], [email protected], [email protected]
Lecture Slides and Resources: http://arifbutt.me
Jupyter notebooks: https://github.com/arifpucit/data-sci...