Statistics, Data Science, Analytics, Business Intelligence, Machine Learning.
setting a “budget” so each coefficient cannot spend too lavishly (being huge in magnitude). You need to standardize the predictors (glmnet does this by default) to fairly allocate the budget. If one predictor is in g while another is in kg, it might make more sense to give a bigger budget to kg.