KAG Framework SMASHES GraphRAG in Accurate Knowledge Generation скачать в хорошем качестве

KAG Framework SMASHES GraphRAG in Accurate Knowledge Generation

🔥 Discover Knowledge Augmented Generation (KAG) - The Next Evolution in Professional Domain AI! In this comprehensive guide, learn how KAG surpasses traditional RAG and Graph RAG systems with enhanced logical reasoning and professional-grade accuracy. Transform your domain-specific AI applications with real-time knowledge integration! 🔗 Explore KAG on GitHub: KAG GitHub(https://github.com/OpenSPG/KAG) 📄 Read the full paper on KAG: KAG Paper(https://arxiv.org/pdf/2409.13731) #KAG #OpenSPG Key Topics Covered: Complete breakdown of KAG framework and architecture Step-by-step implementation guide Comparison with traditional RAG systems Real-world applications and use cases Practical demonstration with code examples 📚 Research Paper Referenced: "Boosting LLMs in Professional Domains via Knowledge Augmented Generation" 🛠️ Technical Requirements: Docker Docker Compose OpenAI API Key Nomic Embed Text OL Armor 💡 Key Features of KAG: Unified knowledge framework Enhanced logical reasoning Professional-grade accuracy Real-time knowledge integration Complex query handling Multi-hop reasoning capabilities 🔧 Implementation Steps: Define domain knowledge Connect data sources Deploy KAG framework ⚡ Practical Applications: E-government Q&A Healthcare services Complex multi-hop queries Professional domain services 🔗 Useful Links: Docker Installation: https://docs.docker.com/get-docker/ https://ollama.com/ 💻 All code and resources mentioned in the video: https://github.com/OpenSPG/KAG https://openspg.yuque.com/ndx6g9/wc9o... 🎯 Who This Is For: AI Developers Data Scientists Enterprise Solution Architects Domain Experts Anyone working with LLMs 0:00 - Introduction to KAG & Its Benefits 1:07 - Research Paper Overview & Benchmarks 1:33 - What is KAG & Technical Architecture 2:21 - Traditional RAG vs KAG Comparison 3:48 - Practical Applications & Use Cases 4:16 - Implementation Tutorial Begins 5:27 - Step-by-Step Setup Process 6:32 - Knowledge Management & Document Upload 7:24 - Demo: Testing KAG with Q&A 9:02 - Integration Instructions ❤️ Special thanks to Open SPG for sponsoring this video! 🔔 Subscribe for more AI content and latest developments in machine learning! #AI #MachineLearning #KAG #ArtificialIntelligence #DataScience #Programming #RAG #KnowledgeGraphs #TechTutorial #coding