think about large scale active learning

reidpr / quac

QUAC ("quantitative analysis of chatter" or any related acronym you like) is a package for acquiring and analyzing social Internet content. Docs are online at http://reidpr.github.io/quac.

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think about large scale active learning #57

Open aronwc opened 11 years ago

aronwc commented 11 years ago

Options

farm out to dozens of nodes
convert classifier into search query

aronwc commented 11 years ago

Burr's active learning survey: http://burrsettles.com/pub/settles.activelearning.pdf

aronwc commented 11 years ago

Relevant paper:

http://machinelearning.wustl.edu/mlpapers/paper_files/NIPS2010_0757.pdf

Represent classifier as a hyperplane
Select instances closest to that hyper plane for annotation
Use smart hashing to do lookups efficiently