NLP

NLP course notebooks

Course

• Coursera
  • Advanced Machine Learning Specialization (incomplete)
    • Natural Language Processing
• Udemy
  • NLP - Natural Language Processing with Python (2020)

Books

• Practical Natural Language Processing (2020)

Content

f-string formatting

• https://realpython.com/python-f-strings/

datetime formatting

• https://strftime.org/

  1. Char-RNN

  Concepts

  • Stateful RNN

  Implementatiom

  • https://machinelearningmastery.com/develop-character-based-neural-language-model-keras/ (2019)
  • http://karpathy.github.io/2015/05/21/rnn-effectiveness/ (2015) but the images in the blog is awesome

  Pretrained Models

  • https://github.com/minimaxir/textgenrnn

Tokenization

• https://github.com/google/sentencepiece

Pretrained Models

• https://tfhub.dev/s?module-type=text-embedding

Awesome Blogs

• https://www.kdnuggets.com/2020/04/super-duper-nlp-repo.html
• https://notebooks.quantumstat.com/

Source Github

• https://github.com/hse-aml/natural-language-processing
• https://github.com/practical-nlp/practical-nlp