Difference between revisions of "Class meeting for 10-605 GraphLab"

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* None required.  Optional: Philip Stutz, Abraham Bernstein and William W. Cohen (2010): [http://www.cs.cmu.edu/~wcohen/postscript/iswc-2010.pdf Signal/Collect: Graph Algorithms for the (Semantic) Web] in ISWC-2010.  [http://www.cs.cmu.edu/~wcohen/10-605/swj566.pdf Longer version is also available].
 
* None required.  Optional: Philip Stutz, Abraham Bernstein and William W. Cohen (2010): [http://www.cs.cmu.edu/~wcohen/postscript/iswc-2010.pdf Signal/Collect: Graph Algorithms for the (Semantic) Web] in ISWC-2010.  [http://www.cs.cmu.edu/~wcohen/10-605/swj566.pdf Longer version is also available].
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=== Things to Remember and/or Think About ===
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* Differences and commonalities between the graph-processing methods discussed: Pregel, Signal-Collect, GraphX, GraphChi.
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* How graph-processing approaches could be used for ML problems studied in class, like SSL, PIC, and LDA.
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* How operations on graphs could be implemented in dataflow languages.

Revision as of 18:01, 4 December 2015

This is one of the class meetings on the schedule for the course Machine Learning with Large Datasets 10-605 in Fall 2015.

Slides

Readings

Things to Remember and/or Think About

  • Differences and commonalities between the graph-processing methods discussed: Pregel, Signal-Collect, GraphX, GraphChi.
  • How graph-processing approaches could be used for ML problems studied in class, like SSL, PIC, and LDA.
  • How operations on graphs could be implemented in dataflow languages.