Ridge, LASSO, and ElasticNet Regression

The continuing adventures of regularization and the eternal quest to prevent model overfitting!

James Andrew Godwin
Towards Data Science
19 min readApr 2, 2021

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Abstract representation of LASSO, Ridge, and Elasticnet regression
LASSO, Ridge, and Elasticnet regression | Photo by Daniele Levis Pulusi

This article is a continuation of last week’s intro to regularization with linear regression. Lettuce yonder back into the nitty-gritty of making the best data science/ machine learning models possible with more advanced techniques on…

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