Class meeting for 10-405 Parallel Perceptrons
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This is one of the class meetings on the schedule for the course Machine Learning with Large Datasets 10-405 in Spring 2018.
Contents
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
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.