Lasso(L1) ,Ridge(L2) and Elastic-Net(L1/L2) Regularization hands-on python in Machine Learning

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00:00 What is regularization and why we use regularization in machine learning and what is regularization penalty?
5:09 What is Ridge or L2 regularization ?
8:37 What is Lasso or L1 regularization ?
10:36 What is Elastic-Nets or L1/L2 regularization
11:50 Hands-on to understand the regularization with python ?

14:25 Regularization with real world datasets with python.

Bias and Variance/Over-fitting and Under-fitting Video:

#MachineLearning #DataScience #Regularization

Used Python Notebook :

Atul Patel
Ridge Regularization
Regularization in machine learning
lasso regularization
problem in overfitting
overfitting solve

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Комментарии

nice tutorial, can you please explain why only you can do feature selection using only Lasso regression and not using either Ridge or Elastic net regression? thank you

KN-txsd

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