Jul 30, 2021· Introduction to Linear Predictive Models – Part 2. Barney Darlington — July 30, 2021. Intermediate Machine Learning Python Regression Structured Data Supervised. This article was published as a part of the Data Science Blogathon. Welcome readers to Part 2 of the Linear predictive model series. If you haven't read Part 1 of this series ...
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Lasso Software There are many packages for fitting lasso regressions in R. glmnet is most common. gamlr is Matt Taddy's contribution. These two are very similar, and they share syntax. Big difference is what they do beyond a simple lasso:. glmnet does an 'elastic net': c( ) = j j+ 2. gamlr does a 'gamma lasso': c( ) ˇlog( + j j).
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Part VI Regularization and model selection Suppose we are trying select among several di erent models for a learning problem. For instance, we might be using a polynomial regression model h (x) = g( 0 + 1x + 2x2 + + kxk), and wish to decide if k should be 0, 1, ..., or …
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