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NLP Studies

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NLP Studies ๐Ÿ—๏ธ

Este repositรณrio possui anotaรงรตes, resumos, fichamentos e insights pessoais sobre estudos. Ele nรฃo possui materiais derivados.

Books ๐Ÿ“š

  • Processamento de Linguagem Natural: Conceitos, Tรฉcnicas e Aplicaรงรตes em Portuguรชs. Fichamento ๐Ÿ“‘, Livro ๐Ÿ“š
  • Speech and Language Processing (3rd ed.) by Dan Jurafsky and James H. Martin. Fichamento ๐Ÿ“‘, Livro ๐Ÿ“š
  • Natural Language Processing with PyTorch: Build Intelligent Language Applications Using Deep Learning by Delip Rao. Fichamento ๐Ÿ“‘, Livro ๐Ÿ“š
  • Natural Language Processing with Python: Analyzing Text with the Natural Language Toolkit by Steven Bird and Ewan Klein. Fichamento ๐Ÿ“‘, Livro ๐Ÿ“š
  • Natural Language Processing with Transformers, Revised Edition: Building Language Applications With Hugging Face by Leandro Von Werra. Fichamento ๐Ÿ“‘, Livro ๐Ÿ“š
  • Practical Natural Language Processing: A Comprehensive Guide to Building Real-World NLP Systems by Amij Grupta and Bodhisattwa Majumder. Fichamento ๐Ÿ“‘, Livro ๐Ÿ“š
  • Linguรญstica Computacional: 13 by Clรกudia Freitas. Fichamento ๐Ÿ“‘, Livro ๐Ÿ“š

Courses ๐Ÿง‘โ€๐Ÿ’ป

  • Natural Language Processing with Classification and Vector Spaces @ DeeplearningAI. Notebook ๐Ÿ“š, Curso ๐Ÿ’ป
  • Natural Language Processing with Probabilistic Models @ DeeplearningAI. Notebook ๐Ÿ“š, Curso ๐Ÿ’ป
  • Natural Language Processing with Sequence Models @ DeeplearningAI. Notebook ๐Ÿ“š, Curso ๐Ÿ’ป
  • Natural Language Processing with Attention Models @ DeeplearningAI. Notebook ๐Ÿ“š, Curso ๐Ÿ’ป
  • Processamento Neural de Linguagem Natural em Portuguรชs @ USP. Notebook ๐Ÿ“š, Curso
  • HuggingFace NLP Course. Notebook ๐Ÿ“š, Curso ๐Ÿ’ป
  • Stanford CS224N: NLP with Deep Learning. Notebook ๐Ÿ“š, Curso e Aulas ๐Ÿ’ป
  • Stanford XCS224U: Natural Language Understanding. Notebook ๐Ÿ“š, Curso e Aulas ๐Ÿ’ป
  • Stanford CS25 - Transformers United. Notebook ๐Ÿ“š, Curso ๐Ÿ’ป

Conferences ๐Ÿ“œ

  • NLP Focused: ACL, NAACL, EMNLP, AACL, EACL, COLING, CoNLL
  • WEB, Knowledge bases and IA focused: WWW, WSDM, KDD, ICWSM, IJCAI, AAAI, CogSci, SCiL
  • Machine Learning focused: ICML, NeurIPS ICLR

Resources ๐Ÿงฐ

Licence

  • Attribution-NonCommercial-ShareAlike 4.0 International CC BY-NC-SA