Advanced Retrieval Methods for RAG

Introduction

This repository contains the code for carrying out different "Advanced Retrieval Methods for RAG" such as

• Preprocessing
  • Content extraction
  • Content normalization
  • Metadata extraction
• Chunking
  • Character Splitting
  • Recursive Character Splitting
  • Document Specific Splitting
  • Semantic Chunking
  • Agentic Chunking
• Embeddings
  • Models
    • ChatGPT4All
    • Massive Text Embeddings
  • Vector Databases
    • Chroma
    • Pinecone
    • Qdrant
    • Redis
• Build of RAG systems
• Evaluation of RAG systems
  • RAGAS
  • MLFlow
• Serving RAG systems
  • LangServe
  • BentoML