Class meeting for 10-605 Parallel Perceptrons

This is one of the class meetings on the schedule for the course Machine Learning with Large Datasets 10-605 in Fall 2017.

Slides

• Lecture 1: in Powerpoint, in PDF.
• Lecture 2: in Powerpoint, in PDF.
• Lecture 2: in Powerpoint, in PDF.

Quiz

• Lecture 1 quiz
• There is no quiz for lecture 2, but I strongly recommend spending time reviewing the lecture notes. By now we should have covered all the proofs in those notes.
• Lecture 3 quiz

Readings

• Notes on voted perceptron.

Readings

• Large Margin Classification Using the Perceptron Algorithm, Freund and Schapire, MLJ 1999
• Discriminative Training Methods for Hidden Markov Models, Collins EMNLP 2002.
• Distributed Training Strategies for the Structured Perceptron, R. McDonald, K. Hall and G. Mann, North American Association for Computational Linguistics (NAACL), 2010.