Deep learning for natural language processing: Resources


Selected topics:


  • Speech and Language Processing (Dan Jurafsky and James H. Martin)

  • Neural network methods in natural language processing (Yoav Goldberg)  —  the first “draft” is available online for free: A Primer on Neural Network Models for Natural Language Processing (Golberg, 2015)

  • Deep learning approaches to text production (Shashi Narayan and Claire Gardent)

  • Linguistics fundamentals for natural language processing I & II (Emily M. Bender and Alex Lascarides)

  • Linguistic structure prediction (Noah A. Smith)

  • Parsing beyond context-free grammars (Laura Kallmeyer)

  • Cross-lingual word embeddings (Anders Sogaard et al.)