Difference between revisions of "Class meeting for 10-605 2013 02 18"

From Cohen Courses
Jump to navigationJump to search
(Created page with 'This is one of the class meetings on the schedule for the course [[Machine Learning with Large Dataset…')
 
 
(6 intermediate revisions by the same user not shown)
Line 1: Line 1:
 
This is one of the class meetings on the [[Syllabus for Machine Learning with Large Datasets 10-605 in Spring 2013|schedule]] for the course [[Machine Learning with Large Datasets 10-605 in Spring_2013]].
 
This is one of the class meetings on the [[Syllabus for Machine Learning with Large Datasets 10-605 in Spring 2013|schedule]] for the course [[Machine Learning with Large Datasets 10-605 in Spring_2013]].
 +
  
 
=== Slides ===
 
=== Slides ===
  
* Stochastic gradient descent for logistic regression and hash kernels
+
* [http://www.cs.cmu.edu/~wcohen/10-605/2013/2013-02-18-randomized.pptx Slides in Powerpoint]
** [http://www.cs.cmu.edu/~wcohen/10-605/2012-02-21-sgd.pptx Slides in Powerpoint]
+
 
** [http://www.cs.cmu.edu/~wcohen/10-605/2012-02-21-sgd.pdf Slides in PDF]
+
=== Optional Readings ===
 +
 
 +
* [http://dl.acm.org/citation.cfm?id=1219840.1219917 Randomized Algorithms and NLP: Using Locality Sensitive Hash Functions for High Speed Noun Clustering] Deepak Ravichandran, Patrick Pantel, and Eduard Hovy
 +
* [http://www.cs.jhu.edu/~vandurme/papers/VanDurmeLallACL10.pdf Online Generation of Locality Sensitive Hash Signatures]. Benjamin Van Durme and Ashwin Lall.  ACL Short. 2010
 +
* [http://www.cs.jhu.edu/~vandurme/papers/VanDurmeLallIJCAI09.pdf  Counting with Randomized Storage]. Benjamin Van Durme and Ashwin Lall. IJCAI. 2009
 +
 
 +
=== Other stuff ===
 +
 
 +
* [http://www.cs.cmu.edu/~wcohen/10-605/code/bloomfilter.py A simple python implementation of a Bloom filter]

Latest revision as of 17:13, 8 January 2014

This is one of the class meetings on the schedule for the course Machine Learning with Large Datasets 10-605 in Spring_2013.


Slides

Optional Readings

Other stuff