Скачать или смотреть How RAG Works: Build Your First AI RAG Engine | Live Coding (2025 Complete Guide)

🔥 Unlock the power of Retrieval Augmented Generation (RAG) - the game-changing technology behind modern AI applications! Watch as we build a real RAG system from scratch using LlamaIndex, turning your documents into an intelligent knowledge base.

🚀 Finally Understand RAG:
Ever wondered how ChatGPT-style AI can talk about your specific documents? Today, we're demystifying RAG with the clearest explanation you'll find anywhere. No more confusion, just pure understanding through hands-on coding.

⚡️ What Makes This Tutorial Different:
• Live coding with real-time results
• Explanations of complex concepts
• Common pitfalls & how to avoid them
• Zero to production-ready in one video

🎯 We're Building:
Document loader
Vector store integration
Query engine optimization
Response generation pipeline

⏱ Strategic Timestamps:
00:00 The RAG Revolution
03:45 Setup & Installation
07:30 Document Processing Magic
12:15 Vector Embeddings Explained
18:20 Query Engine Architecture
24:40 Live Demo & Results

Perfect For:
• ML Engineers
• Data Scientists
• Software Developers
• AI Enthusiasts
• Technical Product Managers

📚 Beyond Basic RAG (in next video):
Advanced chunking strategies
Hybrid search techniques
Response streaming
Memory management
Cost optimization


#AIEngineering #RAGTutorial #LlamaIndex #MLOps #AIArchitecture

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