Machine Learning, Artificial Intelligence, Deep Learning, Data Science, Mathematics.
increases, the size of this diamond shrinks, pulling more coefficients towards zero, thus promoting sparsity in the model. This geometric representation provides an intuitive understanding of how L1 regularization encourages sparsity and why it is effective for feature selection. Understanding L2