Lasso Regression(L1 Penalty)
Defination and Ideas:
- In Lasso Regression, the cost function for lasso(least absolute shrinkage and selection operator) regression can be written as:
- For some t>0,
-This type of regluarization not only helps in reducing over-fitting but it can help us in Feature Selection.