Supabase Postgres Vector DB Crash Course

aiwithbrandon โ€ข October 18, 2024
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aiwithbrandon

@aiwithbrandon

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I teach developers how to build fullstack AI applications ๐Ÿค–

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๐Ÿš€ Pre-order Shipkit.ai - AI dev toolkit for AI-driven development: templates for chat, RAG, and ADK agents, a 14-module course, and Cursor-first workflows to build your entire app. Launching Sep 20. โšก๏ธPre-order Shipkit.ai for instant access to 15+ prompts, 40+ Cursor rules, and my previous full-stack marketing course. ๐Ÿ‘‰ Pre-order shipkit.ai today https://shipkit.ai ๐Ÿค– Download the Source Code Here: https://brandonhancock.io/superbase-vector-store-crash-course Don't forget to Like and Subscribe if you're a fan of free source code ๐Ÿ˜‰ ๐Ÿ“† Need help with CrewAI, join our FREE Skool Community: https://skool.com/ai-developer-accelerator/about ๐Ÿ“ฃ New Premium Fullstack AI Course: By the way, I just launched my new Fullstack AI Marketing Platform course! Itโ€™s all about building real-world AI apps that automate marketing workflows for creators using NextJS, Vercel AI SDK, and more. The course also comes with live group support every Sunday between now and the middle of November! https://www.skool.com/ai-developer-accelerator/classroom In this crash course, I guide you through creating a free vector store in Superbase, saving data and embeddings, and using RAG to chat with your data. By the end of this video, you'll have built a mini full-stack application that allows you to save emails to this vector store and chat with all your previous emails. I'll walk you through setting up a Superbase project, creating a Next.js project, and integrating OpenAI for embeddings. Plus, all the source code is available for free! ๐Ÿ“ฐ Stay updated with my latest projects and insights: LinkedIn: https://www.linkedin.com/in/brandon-hancock-ai/ Twitter: https://twitter.com/bhancock_ai Resources mentioned in video: - Supabase: https://supabase.com/ - Supabase Indexes: https://supabase.com/docs/guides/ai/vector-indexes - Create a NextJS Supabase Project: https://supabase.com/docs/guides/getting-started/quickstarts/nextjs - Supabase Insert Data: https://supabase.com/docs/reference/javascript/insert Checkout my other tutorials: LangChain Tutorial - https://youtu.be/yF9kGESAi3M CrewAI Tutorial: Complete Crash Course for Beginners - https://youtu.be/sPzc6hMg7So CrewAI Tutorial for Beginners: Learn How To Use Latest CrewAI Features - https://youtu.be/Jl6BuoXcZPE How To Connect Llama3 to CrewAI [Groq + Ollama] - https://youtu.be/02cdCd43Ccc Timestamps: 00:00:00 Introduction 00:00:34 Overview 00:03:51 Phase 1 - Setup Supabase Account 00:06:53 Phase 2 - Create Database with Vector Store Support 00:21:49 Phase 3 - Create NextJS App to Store Emails 00:50:00 Phase 4 - Update NextJS App to Chat with Emails 01:03:17 Complete App Working Example 01:06:33 Outro

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