Difference between revisions of "Class meeting for 10-605 Deep Learning"
From Cohen Courses
Jump to navigationJump to searchLine 8: | Line 8: | ||
=== Readings === | === Readings === | ||
− | * William's notes on [http://www.cs.cmu.edu/~wcohen/10-605/notes/autodiff.pdf automatic differentiation]. | + | * Automatic differentiation: |
+ | ** William's notes on [http://www.cs.cmu.edu/~wcohen/10-605/notes/autodiff.pdf automatic differentiation]. | ||
+ | ** [https://justindomke.wordpress.com/2009/03/24/a-simple-explanation-of-reverse-mode-automatic-differentiation/ Domke's blog post] - clear but not much detail | ||
+ | |||
+ | http://colah.github.io/posts/2015-08-Backprop/ - another nice blog post | ||
+ | |||
+ | http://homes.cs.washington.edu/~naveenks/files/2009_Cranfield_PPT.pdf - ok slide deck | ||
+ | |||
+ | http://www.bcl.hamilton.ie/~barak/papers/toplas-reverse.pdf - clearest paper I found so far | ||
+ | |||
+ | https://github.com/HIPS/autograd - similar project | ||
+ | |||
+ | http://arxiv.org/pdf/1502.05767v2.pdf - survey paper I haven't really looked at |
Revision as of 16:31, 17 October 2016
This is one of the class meetings on the schedule for the course Machine Learning with Large Datasets 10-605 in Fall_2016.
Slides
- TBD
Readings
- Automatic differentiation:
- William's notes on automatic differentiation.
- Domke's blog post - clear but not much detail
http://colah.github.io/posts/2015-08-Backprop/ - another nice blog post
http://homes.cs.washington.edu/~naveenks/files/2009_Cranfield_PPT.pdf - ok slide deck
http://www.bcl.hamilton.ie/~barak/papers/toplas-reverse.pdf - clearest paper I found so far
https://github.com/HIPS/autograd - similar project
http://arxiv.org/pdf/1502.05767v2.pdf - survey paper I haven't really looked at