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RAG Data Ingestion and Retrieval Pipeline Explained
Building a RAG system without both pipelines is the most common mistake in AI development.
1️⃣ Data Ingestion Pipeline: Load your files, chunk the content, embed each chunk into a vector, and store it in a vector DB.
2️⃣ Data Retrieval & Generation Pipeline: Convert the user query into a vector, run semantic search, fetch top-k results, and send the full context to the LLM for a response.
Subscribe for more AI/ML content.
Follow us on:
📸 Instagram: https://www.instagram.com/gowthamgenai
💼 LinkedIn: https://www.linkedin.com/in/e-gowtham
🎓 Topmate: https://topmate.io/gowtham_e28
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[RAG data ingestion pipeline, RAG retrieval pipeline explained, retrieval augmented generation pipeline, RAG knowledge base setup, chunking in RAG, vector database RAG, semantic search retrieval, RAG architecture tutorial, build RAG AI application, RAG implementation steps, RAG pipeline for beginners]
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#rag #ai #retrievalaugmentedgeneration #aitutorial #llm #generativeai #vectordatabase #aiengineering #tamiltech #shorts
Видео RAG Data Ingestion and Retrieval Pipeline Explained канала Gowtham GenAI
1️⃣ Data Ingestion Pipeline: Load your files, chunk the content, embed each chunk into a vector, and store it in a vector DB.
2️⃣ Data Retrieval & Generation Pipeline: Convert the user query into a vector, run semantic search, fetch top-k results, and send the full context to the LLM for a response.
Subscribe for more AI/ML content.
Follow us on:
📸 Instagram: https://www.instagram.com/gowthamgenai
💼 LinkedIn: https://www.linkedin.com/in/e-gowtham
🎓 Topmate: https://topmate.io/gowtham_e28
.
.
.
[RAG data ingestion pipeline, RAG retrieval pipeline explained, retrieval augmented generation pipeline, RAG knowledge base setup, chunking in RAG, vector database RAG, semantic search retrieval, RAG architecture tutorial, build RAG AI application, RAG implementation steps, RAG pipeline for beginners]
.
.
#rag #ai #retrievalaugmentedgeneration #aitutorial #llm #generativeai #vectordatabase #aiengineering #tamiltech #shorts
Видео RAG Data Ingestion and Retrieval Pipeline Explained канала Gowtham GenAI
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2 июня 2026 г. 18:53:53
00:02:00
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