* WIP
* WIP
* Updates to the math section
* so apparently crammer-singer isn't consistent (http://www.cs.columbia.edu/\~rocco/papers/icml13.html)
* reorganized example links and described pictures
* Added references
* more refs
* Added scaler to docstring examples
* doc about dual coefs
* WIP
* note about shrinking and gram matrix
* ellipsis
* ellipsis again
* maybe fixed doc issue
* details for regression
* training error -> margin error
* Apply suggestions from code review
Co-Authored-By: Adrin Jalali <adrin.jalali@gmail.com>
* put back links + addressed rest of comments
* small detail about margin boundaries and SVs
* Addressed comments from Thomas and Adrin
Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>