How to Implement Hybrid Search with PostgreSQL (Full Tutorial)
Dave Ebbelaar
@daveebbelaarAbout
Hi, I'm Dave, an AI engineer with over a decade of experience in artificial intelligence. At Datalumina, I lead the AI projects, where we're always pushing the boundaries of what's possible while still building reliable applications. I'm not going to impress you with theory, but teach you (without hype) how to build real AI systems, using lasting engineering principles. Along the way: - 10M+ views across YouTube, LinkedIn, and courses - Helped 1M+ developers get started with AI - Building and scaling a 7-figure AI company - Delivered 50+ custom B2B AI solutions - Consulted for TimescaleDB, ClickUp, and n8n - Helped 500+ developers launch freelance careers - BSc + MSc in Artificial Intelligence (VU Amsterdam) I post about AI engineering, building real systems, and what it takes to go independent as a developer. If you want to build AI that actually works, or build a freelance career around it, follow along 👊🏻
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Want to start freelancing? Let me help: https://academy.datalumina.com/freelance Want to learn real AI Engineering? Go here: https://academy.datalumina.com/accelerator 💼 Need help with a project? Work with me: https://www.datalumina.com/ 🔗 GitHub Repository https://github.com/daveebbelaar/pgvectorscale-rag-solution/tree/hybrid-search ▶️ Watch Part 1 Here https://youtu.be/hAdEuDBN57g 🛠️ My Development Workflow https://youtu.be/3sIzCFuLgIQ 🔗 Try pgai on Timescale free for 30 days https://tsdb.co/dave-signup/? ⏱️ Timestamps 00:00 Introduction 00:33 Overview and prerequisites 02:04 Set up Docker environment 05:15 Inserting the vector embeddings 11:57 Semantic search (basic RAG) 13:25 Keyword-based search (Basic text search) 16:38 Hybrid search 20:09 Reranking with Cohere 24:05 BM25 with PostgeSQL? 👋🏻 About Me Hi! I'm Dave, a Data Scientist turned AI Engineer and founder of Datalumina®. On this channel, I share practical tutorials to help you become better at building data + AI applications. If you want to know how I help data professionals beyond these videos, then check out the links on my channel. #rag #datalumina
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