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Video of Machine Learning Tutorial Python - 17: L1 and L2 Regularization Lasso, Ridge Regression in Machine Learning course by codebasics channel, video No. 18 free certified online
In this Python machine learning tutorial for beginners, we will look into,
1) What is overfitting, underfitting
2) How to address overfitting using L1 and L2 regularization
3) Write code in Python and sklearn for housing price prediction where we will see a model overfit when we use simple linear regression. Then we will use Lasso regression (L1 regularization) and ridge regression (L2 regression) to address this overfitting issue
Code: https://github.com/codebasics/py/tree/master/ML/16_regularization
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