Stanford Online · Education

Stanford Online

You can gain access to a world of education through Stanford Online, the Stanford School of Engineering’s portal for academic and professional education offered by schools and units throughout Stanford University. https://online.stanford.edu/ Our robust catalog of degree programs, credit-bearing education, professional certificate programs, and free and open content is developed by Stanford faculty, enabling you to expand your knowledge, advance your career, and enhance your life. Stanford Online is operated and managed by the Stanford Engineering Center for Global & Online Education (CGOE). CGOE expands access to Stanford teaching and research, working in collaboration with faculty in the School of Engineering and throughout Stanford University to design and deliver extensive global, online, and enterprise education to a global audience.

Stanford Online

Episodes

Statistical Learning: 8.R.2 Random Forests and Boosting

Statistical Learning: 8.R.1 Fitting Trees

Statistical Learning: 8.6 Bayesian Additive Regression Trees

Statistical Learning: 8.5 Boosting

Statistical Learning: 8.4 Bagging

Statistical Learning: 8.3 Classification Trees

Statistical Learning: 8.2 More details on Trees

Statistical Learning: 8.1 Tree based methods

Statistical Learning: 7.R.2 Splines and GAMs

Statistical Learning: 7.R.1 Polynomials in GLMs

Statistical Learning: 7.4 Generalized Additive Models and Local Regression

Statistical Learning: 7.3 Smoothing Splines

Statistical Learning: 7.2 Piecewise Polynomials and Splines

Statistical Learning: 7.1 Polynomials and Step Functions

Statistical Learning: 6.R.4 Ridge Regression and Lasso

Statistical Learning: 6.R.3 Model Selection and Cross-Validation

Statistical Learning: 6.R.2 Forward Stepwise Regression

Statistical Learning: 6.R.1 Markdown in RStudio and Best Subset Regression

Statistical Learning: 6.10 Principal Components Regression and Partial Least Squares

Statistical Learning: 6.9 Dimension Reduction Methods