Awesome NLP and LLM Resources

Overview

Awesome NLP and LLM Resources is a comprehensive educational collection covering both traditional NLP and modern Large Language Models.

Features

• University Courses: CS685 graduate-level NLP course covering LLMs and Transformers
• Online Courses: Hugging Face NLP Course, LLM University from Cohere, Large Language Model Course
• Important Papers: Curated lists of foundational and recent LLM research
• Frameworks: Haystack, LangChain, and other LLM application frameworks
• Colab Notebooks: Interactive learning materials
• Evaluation Tools: Metrics and benchmarks for NLP and LLMs
• Fine-tuning Guides: Resources for adapting models
• Prompt Engineering: Techniques for effective LLM prompting

Educational Content

• University lecture series
• Professional certification courses
• Tutorial notebooks
• Research paper collections
• Technical blog posts
• Video lectures
• Books and textbooks

Topics Covered

• Transformer architecture
• Attention mechanisms
• Pre-training and fine-tuning
• Prompt engineering
• RLHF and alignment
• Model evaluation
• Deployment strategies
• Ethical considerations

Frameworks Featured

• Hugging Face Transformers
• LangChain for LLM apps
• Haystack for NLP pipelines
• OpenAI API
• Cohere platform

Use Cases

• Learning NLP fundamentals
• Understanding LLM architecture
• Building LLM applications
• Research in NLP
• Interview preparation
• Course supplementation

Pricing

Free and open-source repository with links to free and paid resources.