diff --git a/chapter01/Chapter 1 - Introduction to Language Models.ipynb b/chapter01/Chapter 1 - Introduction to Language Models.ipynb index 38d571e..c30621e 100644 Binary files a/chapter01/Chapter 1 - Introduction to Language Models.ipynb and b/chapter01/Chapter 1 - Introduction to Language Models.ipynb differ diff --git a/chapter02/Chapter 2 - Tokens and Token Embeddings.ipynb b/chapter02/Chapter 2 - Tokens and Token Embeddings.ipynb index 0f030ec..6ecb900 100644 Binary files a/chapter02/Chapter 2 - Tokens and Token Embeddings.ipynb and b/chapter02/Chapter 2 - Tokens and Token Embeddings.ipynb differ diff --git a/chapter03/Chapter 3 - Looking Inside LLMs.ipynb b/chapter03/Chapter 3 - Looking Inside LLMs.ipynb index 1939e92..d69b90d 100644 Binary files a/chapter03/Chapter 3 - Looking Inside LLMs.ipynb and b/chapter03/Chapter 3 - Looking Inside LLMs.ipynb differ diff --git a/chapter04/Chapter 4 - Text Classification.ipynb b/chapter04/Chapter 4 - Text Classification.ipynb index 975dd63..5a03329 100644 Binary files a/chapter04/Chapter 4 - Text Classification.ipynb and b/chapter04/Chapter 4 - Text Classification.ipynb differ diff --git a/chapter05/Chapter 5 - Text Clustering and Topic Modeling.ipynb b/chapter05/Chapter 5 - Text Clustering and Topic Modeling.ipynb index aea41b7..0ee0f75 100644 Binary files a/chapter05/Chapter 5 - Text Clustering and Topic Modeling.ipynb and b/chapter05/Chapter 5 - Text Clustering and Topic Modeling.ipynb differ diff --git a/chapter06/Chapter 6 - Prompt Engineering.ipynb b/chapter06/Chapter 6 - Prompt Engineering.ipynb index fca4ad5..be82822 100644 Binary files a/chapter06/Chapter 6 - Prompt Engineering.ipynb and b/chapter06/Chapter 6 - Prompt Engineering.ipynb differ diff --git a/chapter07/Chapter 7 - Advanced Text Generation Techniques and Tools.ipynb b/chapter07/Chapter 7 - Advanced Text Generation Techniques and Tools.ipynb index 84f066e..f6d6326 100644 Binary files a/chapter07/Chapter 7 - Advanced Text Generation Techniques and Tools.ipynb and b/chapter07/Chapter 7 - Advanced Text Generation Techniques and Tools.ipynb differ diff --git a/chapter08/Chapter 8 - Semantic Search.ipynb b/chapter08/Chapter 8 - Semantic Search.ipynb index 04b8157..c2f50e1 100644 Binary files a/chapter08/Chapter 8 - Semantic Search.ipynb and b/chapter08/Chapter 8 - Semantic Search.ipynb differ diff --git a/chapter09/Chapter 9 - Multimodal Large Language Models.ipynb b/chapter09/Chapter 9 - Multimodal Large Language Models.ipynb index 696a30a..8c6b874 100644 Binary files a/chapter09/Chapter 9 - Multimodal Large Language Models.ipynb and b/chapter09/Chapter 9 - Multimodal Large Language Models.ipynb differ diff --git a/chapter10/Chapter 10 - Creating Text Embedding Models.ipynb b/chapter10/Chapter 10 - Creating Text Embedding Models.ipynb index 0b8e0ee..b4abfb6 100644 Binary files a/chapter10/Chapter 10 - Creating Text Embedding Models.ipynb and b/chapter10/Chapter 10 - Creating Text Embedding Models.ipynb differ diff --git a/chapter11/Chapter 11 - Fine-Tuning BERT.ipynb b/chapter11/Chapter 11 - Fine-Tuning BERT.ipynb index 528ad92..a5020d9 100644 Binary files a/chapter11/Chapter 11 - Fine-Tuning BERT.ipynb and b/chapter11/Chapter 11 - Fine-Tuning BERT.ipynb differ diff --git a/chapter12/Chapter 12 - Fine-tuning Generation Models.ipynb b/chapter12/Chapter 12 - Fine-tuning Generation Models.ipynb index 232b8fa..a8ea3cd 100644 Binary files a/chapter12/Chapter 12 - Fine-tuning Generation Models.ipynb and b/chapter12/Chapter 12 - Fine-tuning Generation Models.ipynb differ