Deep learning for natural language processing: Resources
Courses:
Selected topics:
Books:
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.)
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