Difference between revisions of "Class meeting for 10-605 Parallel Perceptrons 1"

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(Created page with "This is one of the class meetings on the schedule for the course Machine Learning with Large Data...")
 
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* [http://www.cs.cmu.edu/~wcohen/10-605/mistake-bounds.pptx Slides in Powerpoint]
 
* [http://www.cs.cmu.edu/~wcohen/10-605/mistake-bounds.pptx Slides in Powerpoint]
  
=== Readings for the Class ===
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=== Preparation for the Class ===
*[http://www.ryanmcd.com/papers/parallel_perceptronNAACL2010.pdf Distributed Training Strategies for the Structured Perceptron], R. McDonald, K. Hall and G. Mann, North American Association for Computational Linguistics (NAACL), 2010.
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* [http://www.cs.cmu.edu/~wcohen/10-601/vp-notes/vp.pdf My notes on the voted perceptron].  (You can skip sections 3-4 on ranking and the structured perceptron in preparing for the class - they will be covered in this lecture).
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* Optional reading:  Freund, Yoav, and Robert E. Schapire. "Large margin classification using the perceptron algorithm." Machine learning 37.3 (1999): 277-296.
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* Optional background on linear algebra: [http://www.cs.cmu.edu/~zkolter/course/linalg/ Zico Kolter's linear algebra review lectures]
  
 
=== Optional Readings ===
 
=== Optional Readings ===
 
* [http://www.cs.cmu.edu/~wcohen/10-707/vp-notes/vp.pdf Notes on voted perceptron.]
 
* [http://www.cs.cmu.edu/~wcohen/10-707/vp-notes/vp.pdf Notes on voted perceptron.]

Revision as of 12:48, 6 February 2015

This is one of the class meetings on the schedule for the course Machine Learning with Large Datasets 10-605 in Spring_2014.

Slides

Preparation for the Class

  • My notes on the voted perceptron. (You can skip sections 3-4 on ranking and the structured perceptron in preparing for the class - they will be covered in this lecture).
  • Optional reading: Freund, Yoav, and Robert E. Schapire. "Large margin classification using the perceptron algorithm." Machine learning 37.3 (1999): 277-296.
  • Optional background on linear algebra: Zico Kolter's linear algebra review lectures

Optional Readings