Courses & Technical Notes:
Machine Learning & Optimization
- Deep Learning: Short Course (2014); Deep Learning for Machine Translation; Theano tutorial
- Multiobjective optimization: a survey.
- Brief notes on: MCMC, Bundle methods
- Statistical Learning Course at the University of Washington, co-taugh with Prof. Mari Ostendorf (2008)
- Data Mining: frequent itemset, sequence mining, graph mining
Machine Translation & Natural Language Processing
- "Building a Phrase-based Machine Translation System" tutorial (co-taught with Graham Neubig). Slides are in bitext format! [English], [Japanese]
- Factored Language Models: Intro slides, Tech Report tutorial.
- Linguistics: Generative Lexicon, Languages of the World