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# Anatomy of Advanced Enterprise Rag Systems | |
This repository accompanies the blog series "The Anatomy of Advanced Enterprise Rag Systems" and provides a hands-on learning experience for building sophisticated Rag systems. Dive deep into each component, from setup and evaluation to security and multi-agent interactions. | |
Explore these key topics: | |
- Test Setup and Evaluation Metrics: Learn how to assess the performance and effectiveness of your Rag system. | |
- Data Preparation and Management: Discover techniques for organizing and optimizing your knowledge base. | |
- User Input Processing: Understand how to handle diverse user queries and extract relevant information. | |
- Retrieval System: Unleash the power of retrieving relevant passages from your knowledge base. | |
- Information Processing and Generation: Craft accurate and informative responses using state-of-the-art techniques. | |
- Feedback and Continuous Improvement: Enhance your Rag system over time using user feedback and data analysis. | |
- Multi-agents and Agent-services: Explore advanced architectures for distributed and collaborative Rag systems. | |
- Monitoring and Security: Ensure the robustness and trustworthiness of your Rag system with proper monitoring and security practices. | |
What you'll find here: | |
- Code examples: Implementations of key concepts from each topic, ready to use and adapt. | |
- Data samples: Pre-prepared data sets for experimentation and testing. | |
- Additional resources: Links to relevant articles, libraries, and tools to deepen your understanding. | |
Getting started: | |
- Clone this repository: git clone https://github.com/<username>/advanced-enterprise-rag-systems.git | |
- Follow the instructions in each topic directory. | |
Contributing: | |
We welcome your contributions! Share your expertise, improve existing code examples, or add new ones. Submit a pull request to share your valuable additions. | |
License: | |
This project is licensed under the MIT License: LICENSE. | |