RAG Explained in 90 Seconds

AIGrounded ยท Beginner ยท๐Ÿ” RAG & Vector Search ยท2mo ago

About this lesson

๐Ÿ“Œ Description: Want to understand how Retrieval-Augmented Generation (RAG) works in real-world AI systems? In this video, we break down the complete end-to-end RAG pipeline โ€” from raw data to intelligent answers powered by LLMs. ๐Ÿ” What youโ€™ll learn: Data ingestion from PDFs, docs, and web sources Chunking and embedding strategies Vector database indexing Similarity search & retrieval Prompt augmentation techniques Final answer generation using LLMs Whether you're building AI apps, chatbots, or knowledge systems, this step-by-step guide will help you design scalable and accurate RAG systems. ๐Ÿ”ฅ Hashtags: #RAG #RetrievalAugmentedGeneration #LLM #GenerativeAI #AIEngineering #MachineLearning #VectorDatabase #AIArchitecture #LangChain #AIApps #DataScience #DeepLearning #TechExplained #BuildInPublic #AIProjects

Original Description

๐Ÿ“Œ Description: Want to understand how Retrieval-Augmented Generation (RAG) works in real-world AI systems? In this video, we break down the complete end-to-end RAG pipeline โ€” from raw data to intelligent answers powered by LLMs. ๐Ÿ” What youโ€™ll learn: Data ingestion from PDFs, docs, and web sources Chunking and embedding strategies Vector database indexing Similarity search & retrieval Prompt augmentation techniques Final answer generation using LLMs Whether you're building AI apps, chatbots, or knowledge systems, this step-by-step guide will help you design scalable and accurate RAG systems. ๐Ÿ”ฅ Hashtags: #RAG #RetrievalAugmentedGeneration #LLM #GenerativeAI #AIEngineering #MachineLearning #VectorDatabase #AIArchitecture #LangChain #AIApps #DataScience #DeepLearning #TechExplained #BuildInPublic #AIProjects
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