18.465 Topics in Statistics: Statistical Learning Theory
The main goal of this course is to study the generalization ability of a number of popular machine learning algorithms such as boosting, support vector machines and neural networks. Topics include Vapnik-Chervonenkis theory, concentration inequalities in product spaces, and other elements of empirical process theory.
The main goal of this course is to study the generalization ability of a number of popular machine learning algorithms such as boosting, support vector machines and neural networks. Topics include Vapnik-Chervonenkis theory, concentration inequalities in product spaces, and other elements of empirical process theory.
Close Full Description
You just viewed 18.465 Topics in Statistics: Statistical Learning Theory, please rate this material
Material Type:
Online Course
Date Added to MERLOT:
October 20, 2011
Date Modified in MERLOT:
December 23, 2015
Submitter:
Sorel
Reisman
Quality
-
Reviewed by members of Editorial board for inclusion in MERLOT.Editor Review (not reviewed)
- User Rating (not rated)
- Comments (none)
- Learning Exercises (none)
- Bookmark Collections (1)
- Course ePortfolios (none)
- Accessibility Info (none)
- Rate this material
- Create a learning exercise
- Add accessibility information
-
Pick a Bookmark Collection or Course ePortfolio to put this material in or scroll to the bottom to create a new Bookmark CollectionName the Bookmark Collection to represent the materials you will addDescribe the Bookmark Collection so other MERLOT users will know what it contains and if it has value for their work or teaching. Other users can copy your Bookmark Collection to their own profile and modify it to save time.Edit the information about the material in this {0}Submitting Bookmarks...Select this link to open drop down to add material 18.465 Topics in Statistics: Statistical Learning Theory to your Bookmark Collection or Course ePortfolioSelect this link to close drop down of your Bookmark Collection or Course ePortfolio for material 18.465 Topics in Statistics: Statistical Learning TheorySelect this link to open drop down to add material 18.465 Topics in Statistics: Statistical Learning Theory to your Bookmark Collection or Course ePortfolio
About
Primary Audience:
Mobile Compatibility:
Not specified at this time
Language:
English
Cost Involved:
no
Source Code Available:
unsure
Accessibility Information Available:
unsure
Copyright:
unsure
Creative Commons:
This work is licensed under a Attribution-NonCommercial-ShareAlike 3.0 United States
This work is licensed under a Attribution-NonCommercial-ShareAlike 3.0 United States
Browse in Disciplines: