diff --git a/chapter01/Chapter 1 - Introduction to Language Models.ipynb b/chapter01/Chapter 1 - Introduction to Language Models.ipynb index 97060de..38d571e 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 44ed6a8..0f030ec 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 8c05fb3..1939e92 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 da376f5..975dd63 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 81989e8..aea41b7 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 5ad7189..fca4ad5 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 2bf93e1..84f066e 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 5106226..04b8157 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 6d04598..696a30a 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 fc8fea4..0b8e0ee 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 bd48523..528ad92 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 3b0a6b5..232b8fa 100644 Binary files a/chapter12/Chapter 12 - Fine-tuning Generation Models.ipynb and b/chapter12/Chapter 12 - Fine-tuning Generation Models.ipynb differ