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: 6.8 Tuning parameter selection

Statistical Learning: 6.7 The Lasso

Statistical Learning: 6.6 Shrinkage methods and ridge regression

Statistical Learning: 6.5 Validation and cross validation

Statistical Learning: 6.4 Estimating test error

Statistical Learning: 6.3 Backward stepwise selection

Statistical Learning: 6.2 Stepwise Selection

Statistical Learning: 6.1 Introduction and Best Subset Selection

Statistical Learning: 5.R.2 Bootstrap

Statistical Learning: 5.R.1 Cross Validation

Statistical Learning: 5.5 More on the Bootstrap

Statistical Learning: 5.4 The Bootstrap

Statistical Learning: 5.3 Cross Validation the wrong and right way

Statistical Learning: 5.2 K-fold Cross Validation

Statistical Learning: 5.1 Cross Validation

Statistical Learning: 4.R.3 Nearest Neighbor Classification

Statistical Learning: 4.R.2 Linear Discriminant Analysis

Statistical Learning: 4.R.1 Logistic Regression

Statistical Learning: 4.9 Quadratic Discriminant Analysis and Naive Bayes

Statistical Learning: 4.8 Generalized Linear Models