Lasso regression

Regularization (aka. Lasso Regression) is a regression model with an additional term called the regularizer. The motive for this model is to discourage overfitting.

Regularizer

The regularizer $\lambda$ is an additional term to the loss function that penalizes higher order terms.

$\lambda \sum \left|w_{j}\right|$