Published On Mar 7, 2024
š Dive deep into the world of RAG applications with our comprehensive guide on chunking strategies! Advanced Chunking Strategies in RAG: How to Optimi Data for Advanced AI Responses. Whether you're a beginner or an advanced user, this video is your go-to resource for optimizing data processing through effective chunking techniques. From data division and embeddings to storage in a Vector database, we cover it all. š
Discover why high-quality chunking is crucial for producing accurate AI responses and explore various methods, including character splitting, recursive splitting, document-based, semantic, and agentic chunking. š§ š”
Special thanks to Greg for sharing insights on different levels of chunking strategy. Don't miss our step-by-step tutorial on setting up and integrating chunking strategies with your RAG application for improved performance. š ļøš
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Code: https://mer.vin/2024/03/chunking-stra...
Timestamps:
0:00 - Introduction to Chunking Strategies in RAG
1:52 - Detailed Tutorial on Various Chunking Methods
2:25 - Setup Instructions for Chunking Environment
3:01 - Code Walkthrough for Character Text Splitting
6:01 - Implementing Recursive Character Text Splitting
7:00 - Exploring Document Text Splitting Techniques
8:26 - Introduction to Semantic Chunking with Embeddings
9:45 - Advanced Agentic Chunking for Optimised Grouping
13:50 - Conclusion
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