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: 12.Py Application: NCI60 Data I 2023

Statistical Learning: 12.Py Clustering I 2023

Statistical Learning: 12.Py Principal Components I 2023

Statistical Learning: 13.Py Multiple Testing and Resampling I 2023

Statistical Learning: 10.Py Multilayer Model: MNIST Digit Data I 2023

Statistical Learning: 9.Py Support Vector Machines I 2023

Statistical Learning: 11.Py Cox Model: Brain Cancer Data I 2023

Statistical Learning: 10.Py Convolutional Neural Network: CIFAR Image Data I 2023

Statistical Learning: 9.Py ROC Curves I 2023

Statistical Learning: 10.Py Single Layer Model: Hitters Data I 2023

Statistical Learning: 8.Py Tree-Based Methods I 2023

Statistical Learning: 11.Py Cox Model: Publication Data I 2023

Statistical Learning: 7.Py Splines I 2023

Statistical Learning: 7.Py Polynomial Regressions and Step Functions I 2023

Statistical Learning: 6.Py Ridge Regression and the Lasso I 2023

Statistical Learning: 6.Py Stepwise Regression I 2023

Statistical Learning: 5.Py Bootstrap I 2023

Statistical Learning: 5.Py Cross-Validation I 2023

Statistical Learning: 4.Py K-Nearest Neighbors (KNN) I 2023

Statistical Learning: 4.Py Linear Discriminant Analysis (LDA) I 2023