Class meeting for 10-605 GraphLab

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

Slides

• Pregel and other models - part 1, PDF version
• Pregel and other models - part 2, PDF version

Readings

• None required. Optional: Philip Stutz, Abraham Bernstein and William W. Cohen (2010): Signal/Collect: Graph Algorithms for the (Semantic) Web in ISWC-2010. Longer version is also available.

Things to Remember and/or Think About

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