Data Science, Machine Learning, Data Analytics, Knowledgebase Analytics, Regularization.
Lasso, the sharp corners of the diamond often lead the green dot to rest right on an axis, resulting in certain coefficients being set to zero. Ridge, with its smooth circular boundary, causes the green dot to touch in a more gradual manner, shrinking coefficients without necessarily zeroing them