Data Science, Machine Learning, Data Analytics, Knowledgebase Analytics, Regularization.
distinct shapes that correspond to Lasso (L1 norm), Ridge (L2 norm), and Elastic Net (combined L1 and L2 norms). The diamond, circle, and rounded diamond shapes give us a visual clue about how each method constrains the possible values of the coefficients. Geometric Interpretation of Regularization