22sujata8d / NLP-Resources

List of resources for those who want to learn and explore Natural Language Processing.

NLP Resources

This is the curated list of resources for those who want to learn and explore Natural Language Processing (NLP).
It includes related courses, books, articles, blogs, and research papers.

Courses

• fast.ai - NLP Course
  • Prerequisites
    • Fast AI
    • Basic Machine Learning
• Lena Voita NLP Course
• Stanford's CS224N - Natural Language Processing with Deep Learning
  • Prerequisites
    • Proficiency in Python
    • College Calculus, Linear Algebra
    • Basic Probability and Statistics (Eg - basics of probabilities, gaussian distributions, mean, standard deviation, etc.)
    • Foundations of Machine Learning
• Free NLP Introductory Course

Books

• Github Link of fastai Book - These notebooks cover an introduction to deep learning, fastai, and PyTorch.
• A Course in Machine Learning by Hal Daumé III

Articles

Blogs

Research Papers