Class meeting for 10-605 Randomized

This is one of the class meetings on the schedule for the course Machine Learning with Large Datasets 10-605 in Spring_2015.

Slides

• Slides in Powerpoint

Supplement:

• Python demo code for Bloom filter

Optional Readings

• Randomized Algorithms and NLP: Using Locality Sensitive Hash Functions for High Speed Noun Clustering Deepak Ravichandran, Patrick Pantel, and Eduard Hovy
• Online Generation of Locality Sensitive Hash Signatures. Benjamin Van Durme and Ashwin Lall. ACL Short. 2010
• Sketch Algorithms for Estimating Point Queries in NLP. Amit Goyal, Hal Daume III, and Graham Cormode, EMNLP 2012]