Lectures

Week   Topic(s)                                                     Additional Resources
Week 01
 Introduction [pdf]

 
Week 02
Tokenization, Word Embeddings and Representational Learning
- Tokenization [pdf]
- Word Emdeddings [pdf]
- Contextual Embeddings[pdf]

- BERT Embedding Example 1 (ipynb)
- BERT Embedding Example 2 (ipynb)
Week 03 - LLMs Basics [pdf] - Simple Neural Networks and Neural Language Models [pdf]
- Large Language Models explained briefly by 3Blue1Brown [video]
- SLP3 Book Chapter 7 [pdf]
Week 04 Attention in Transformers
- Attention [pdf]
- Numerical Example [pdf]
- Attention Is All You Need [pdf]
- The Illustrated Transformer [html]
Week 05 - Transformer Arhitecture [pdf] - Transformers, the tech behind LLMs [video]
- Attention in transformers, step-by-step [video]
- How might LLMs store facts [video]
- LLM Visualization [html]

- Efficient Attention Mechanisms for Large Language Models: A Survey [pdf]
     
     
     
     
     
     
     
     
     
     
     
     
 
Similar Courses and  Resources :
   - CS224N: Natural Language Processing with Deep Learning [html]