Chunking Strategies in RAG: Optimising Data for Advanced AI Responses
Mervin Praison Mervin Praison
41.3K subscribers
23,092 views
1.1K

 Published On Mar 7, 2024

🚀 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. 📊

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. 🧠💡

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. 🛠️📈

👍 If you find this video helpful, please LIKE and SHARE to support our content. Don't forget to SUBSCRIBE and hit the BELL icon for more AI and technology insights!

If you like this video:
Tweet something positive or what you like about these tutorials on   / @mervinpraison  
"@MervinPraison ......................."

🔗 Resources:
Patreon:   / mervinpraison  
Ko-fi: https://ko-fi.com/mervinpraison
Discord:   / discord  
Twitter / X :   / mervinpraison  
LangChain Agents:    • Advanced Automation using Langchain A...  
Langchain Vision API:    • LangChain OpenAI Vision API is EASY! ...  
Langchain OpenAI Assistants:    • Langchain OpenAI Assistants API For B...  
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


#Advanced #Chunking #Strategy #AdvancedChunking #SemanticChunking #SemanticSplitting #SemanticSplitter #CharacterSplitting #CharacterChunking #CharacterTextSplitter #RecursiveTextSplitter #RecursiveCharacterTextSplitter #RecursiveSplitter #CharacterSplitter #AgenticSplitting #Agentic #AgentSplitting #LevelOfChunking #LevelsOfChunking #LevelsOfSplitting #LevelsOfTextSplitting #RAG #TextSplittingRAG #RAGTextSplitting #ChunkOptimisation #OptimisingChunk

show more

Share/Embed