Alternative Feature Scaling Technique | sklearn | MaxAbsScaler | RobustScaler | TeKnowledGeek

Alternative Feature Scaling Technique | sklearn | MaxAbsScaler | RobustScaler | TeKnowledGeek

In this video, I will show you How to do feature scaling in machine learning using MaxAbsScaler and RobustScaler? Most datasets contain "different magnitude variance". Why Do We Need to Perform Feature Scaling is the question first to answer, then How to do feature scaling in machine learning using sklearn pre-processing library.

In this video, I'll cover all of the basics:
1.What are the most popular techniques in Feature Scaling?
2. How to do feature scaling in machine learning using MaxAbsScaler pr RobustScaler?
3. How the data is scaled in MaxAbs scaling?
4. What is the formula for Robust scaling?
5. What is the impact of outliers on feature scaling?

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Related video title :
Iterative Imputer | how to handle missing data machine learning | TeKnowledGeek

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reference:

https://towardsdatascience.com/preprocessing-with-sklearn-a-complete-and-comprehensive-guide-670cb98fcfb9

https://machinelearningmastery.com/standardscaler-and-minmaxscaler-transforms-in-python/


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tags : #MinMaxScaler #FeatureScaling #FeatureEngineering​ #Data_Preprocessing​ #machine_learning​ #teknowledgeek​

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