diff --git a/README.md b/README.md
index 923c26e..bd0b25c 100644
--- a/README.md
+++ b/README.md
@@ -14,11 +14,11 @@ Viewers can access the course to watch the recording of the instructor going thr
 
 | Library/Approach | Notebook | Description |
 |------------------|----------|-------------|
-| **Information Retrieval** | [`information_retrieval/zero_to_hero_with_genai_with_mongodb_openai.ipynb`](information_retrieval/zero_to_hero_with_genai_with_mongodb_openai.ipynb) | Zero to hero guide using MongoDB and OpenAI for generative AI applications |
-| **LangMem** | [`langmem/memory_augmented_agent_with_mongodb.ipynb`](langmem/memory_augmented_agent_with_mongodb.ipynb) | Memory-augmented agent implementation using MongoDB |
-| **Mem0** | [`mem0/memory_augmented_agent_with_mem0_mongodb.ipynb`](mem0/memory_augmented_agent_with_mem0_mongodb.ipynb) | Memory-augmented agent using Mem0 library with MongoDB |
-| **Memory Bank** | [`memory_bank/memory_augmented_agent_with_local_memory.ipynb`](memory_bank/memory_augmented_agent_with_local_memory.ipynb) | Memory-augmented agent with local memory implementation |
-| **MemoRizz** | [`memorizz/memagent_single_agent.ipynb`](memorizz/memagent_single_agent.ipynb) | Single agent memory implementation with MemoRizz framework |
+| **Information Retrieval** | [`part1/information_retrieval/zero_to_hero_with_genai_with_mongodb_openai.ipynb`](part1/information_retrieval/zero_to_hero_with_genai_with_mongodb_openai.ipynb) | Zero to hero guide using MongoDB and OpenAI for generative AI applications |
+| **LangMem** | [`part1/langmem/memory_augmented_agent_with_mongodb.ipynb`](part1/langmem/memory_augmented_agent_with_mongodb.ipynb) | Memory-augmented agent implementation using MongoDB |
+| **Mem0** | [`part1/mem0/memory_augmented_agent_with_mem0_mongodb.ipynb`](part1/mem0/memory_augmented_agent_with_mem0_mongodb.ipynb) | Memory-augmented agent using Mem0 library with MongoDB |
+| **Memory Bank** | [`part1/memory_bank/memory_augmented_agent_with_local_memory.ipynb`](part1/memory_bank/memory_augmented_agent_with_local_memory.ipynb) | Memory-augmented agent with local memory implementation |
+| **MemoRizz** | [`part1/memorizz/memagent_single_agent.ipynb`](part1/memorizz/memagent_single_agent.ipynb) | Single agent memory implementation with MemoRizz framework |
 
 ## Purpose of This Repository
 
@@ -34,4 +34,4 @@ Each notebook provides hands-on examples and code implementations that complemen
 ## Utilities
 
 The `utilities/` directory contains helper functions including:
-- `pdf_chunker.py` - Utilities for processing and chunking PDF documents for memory storage
\ No newline at end of file
+- `pdf_chunker.py` - Utilities for processing and chunking PDF documents for memory storage