This repository comprises material to introduce a user to SOTA NLP techniques as of 2023/02. It includes:
A. High level intro to NLP:
- Introducing the idea of embeddings for unstructured data like text, images, videos
- Brief history of LLMs
- Transformer models like BERT and the Attention neural network layer
- Transfer Learning
B. Generative AI GPT/ChatGPT demo
C. Generative AI Stable Diffusion demo
D. Discussion on biases in LLMs and mitigation strategies
E. Resource list of foundational papers, bias mitigation resources, and helpful tutorials