Difference between revisions of "Class meeting for 10-605 Deep Learning"

From Cohen Courses
Jump to navigationJump to search
Line 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

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

Retrieved from "http://curtis.ml.cmu.edu/w/courses/index.php?title=Class_meeting_for_10-605_Deep_Learning&oldid=18728"