Natural language processing

It refers all aspects of computational processing, modeling, and analysis of natural language. People sometimes use Natural language understanding to distinguish more sophisticated natural language modeling from other parts of NLP.

Deep learning and Neural network revolutionized NLP.

Topics

• Biomedical natural language processing
• Dialog act
• Lexical feature selection
• Word embedding and Sentence embedding
• Sentiment analysis
• String metric
• Text classification
• Topic model
  • Latent Dirichlet allocation
• Word segmentation

Books

• Speech and Language Processing (3rd ed. draft)

Tools and models

Libraries

• spaCy
  • textacy: higher-level NLP built on spaCy
• StanfordNLP
• Stanford CoreNLP
• allennlp

• Pororo

• https://github.com/zalandoresearch/flair

• NLTK
• KoNLPy
• http://stackoverflow.com/questions/13466584/korean-language-tokenizer
• Google cloud natural language API
• KenLM
• fastText
• BookNLP
• GluonNLP

Models

• huggingface/pytorch-transformers - A library of state-of-the-art pretrained models for Natural Language Processing (NLP)
• BERT
• GPT

Tutorials and talks

• Natural language understanding by Kyunghyun Cho

Data

• SQuAD:The Stanford Question Answering Dataset
• http://googleresearch.blogspot.com/2013/12/free-language-lessons-for-computers.html

Courses

• http://see.stanford.edu/see/courseinfo.aspx?coll=63480b48-8819-4efd-8412-263f1a472f5a by Christopher D
  • Winter 2021 youtube playlist
• https://www.coursera.org/course/nlp
• CS224d: Deep Learning for Natural Language Processing
• Videos: Natural Language Processing with Dan Jurafsky and Chris Manning, 2012
• Videos: Natural language processing with deep learning (winter 2017)
• YSDA course in Natural Language Processing
• https://phontron.com/class/anlp2022/ by Graham Neubig
  • https://www.youtube.com/playlist?list=PL8PYTP1V4I8D0UkqW2fEhgLrnlDW9QK7z
  • Assignments: https://github.com/neubig/nlp-from-scratch-assignment-2022/blob/main/assignment_design.md
• https://www.cs.williams.edu/~kkeith/teaching/f24/cs375/

References

• http://nlp.stanford.edu/read/

Review

• Advances in natural language processing

Style

• Success with Style: Using Writing Style to Predict the Success of Novels - can one predict the successful novels just by style and grammar?