Statistics, Data Science, Analytics, Business Intelligence, Machine Learning.
norm as penalty. You sum the absolute value of the coefficients (except the intercept) and multiply it by a constant λ. ridge adds the L2 norm as penalty. You sum the squares of the coefficients (except the intercept) and multiply it by a constant λ. elasticnet takes a sort of weighted average of