Computer Science 273B: Kernel-Based Learning

Computer Science 273B: Kernel-Based Learning

UC Irvine OpenCourseWare
Logo UC Irvine OpenCourseWare

Need more information? Get more details on the site of the provider.

Starting dates and places

There are no known starting dates for this product.

Description

This course introduces the students to one of the most influential developments in modern machine learning, namely kernel methods. The course will be focused on familiarizing the student with a number of practical kernel-based algorithms (such as “support vector machines”, “kernel Fisher Discrimination”, “kernel principal components analysis” and “Gaussian processes”) and a number of techniques to construct kernels (such as ANOVA kernels, string kernels, graph kernels, diffusion kernels, set kernels). The necessary learning-theoretic preliminaries will be treated as well but it will not be the focus of this course. Applications to real-world problems will serve as examples.

Language: Englis…

Read the complete description

Frequently asked questions

There are no frequently asked questions yet. If you have any more questions or need help, contact our customer service.

This course introduces the students to one of the most influential developments in modern machine learning, namely kernel methods. The course will be focused on familiarizing the student with a number of practical kernel-based algorithms (such as “support vector machines”, “kernel Fisher Discrimination”, “kernel principal components analysis” and “Gaussian processes”) and a number of techniques to construct kernels (such as ANOVA kernels, string kernels, graph kernels, diffusion kernels, set kernels). The necessary learning-theoretic preliminaries will be treated as well but it will not be the focus of this course. Applications to real-world problems will serve as examples.

Language: English

There are no reviews yet.

Share your review

Do you have experience with this course? Submit your review and help other people make the right choice. As a thank you for your effort we will donate $1.- to Stichting Edukans.

There are no frequently asked questions yet. If you have any more questions or need help, contact our customer service.