NLP Studies 🗝️

Este repositório possui anotações, resumos, fichamentos e insights pessoais sobre estudos. Ele não possui materiais derivados.

Books 📚

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

Courses 🧑‍💻

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

Conferences 📜

• 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 🧰

• LLM Course
• Hands-on LLMs Course
• The Full Stack LLM Bootcamp
• ReasoningNLP (Paper list)
• Reasoning in Large Language Models
• Reasoning with Language Model Prompting Papers
• A Survey of Reasoning with Foundation Models
• Prompt Engineering Guide
• VectorHub
• Datacamp Spacy Cheatsheet (blog post) and (pdf)

Licence

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