RAG System Design — How to Search Podcast Transcripts

Analytics Vidhya · Intermediate ·🔧 Backend Engineering ·1mo ago

Skills: RAG Basics90%Vector Stores80%

Key Takeaways

Builds a RAG system using FastAPI, PostgreSQL, Qdrant, OpenAI Embeddings, and GPT-4 to search podcast transcripts

Original Description

Description: Walk through the complete architecture of a production RAG API before building it. Covers the ingestion flow, query flow, and all five components — FastAPI, PostgreSQL, Qdrant, OpenAI Embeddings, and GPT-4o — working together to answer questions over podcast transcripts. Hashtags: #RAG #FastAPI #AIArchitecture #VectorSearch #LLM

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