The missing pieces to your AI app (pgvector + RAG in prod)

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2023Nov 21

A step-by-step guide to going from pgvector to prod using Supabase. We'll discuss best practices across the board so that you can be confident deploying your application in the real world. Learn more about pgvector: https://supabase.com/docs/guides/data... Workshop GitHub repo: https://github.com/supabase-community... It's easy to build an AI proof-of-concept (POC), but how do you turn that into a real production-ready application? What are the best practices when implementing:

Retrieval augmented generation (RAG)
Authorization (row level security)
Embedding generation (open source models)
pgvector indexes
Similarity calculations
REST APIs
File storage

00:00 Intro 01:06 Demo & setup 05:28 Step 1 (File storage) 31:40 Step 2 (Documents & splitting) 1:19:02 Step 3 (Embeddings) 1:36:32 Step 4 (Chat & RAG) 2:10:11 Demo & next steps

Transcript

Follow along using the transcript.

Supabase

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The missing pieces to your AI app (pgvector + RAG in prod)

Chapters View all

Intro

Intro

Intro

Demo & setup

Demo & setup

Demo & setup

Step 1 (File storage)

Step 1 (File storage)

Step 1 (File storage)

Step 2 (Documents & splitting)

Step 2 (Documents & splitting)

Step 2 (Documents & splitting)

Step 3 (Embeddings)

Step 3 (Embeddings)

Step 3 (Embeddings)

Step 4 (Chat & RAG)

Step 4 (Chat & RAG)

Step 4 (Chat & RAG)

Demo & next steps

Demo & next steps

Demo & next steps

Supabase

The missing pieces to your AI app (pgvector + RAG in prod)

Comments 130

Chapters

Intro

Intro

Intro

Demo & setup

Demo & setup

Demo & setup

Step 1 (File storage)

Step 1 (File storage)

Step 1 (File storage)

Step 2 (Documents & splitting)

Step 2 (Documents & splitting)

Step 2 (Documents & splitting)

Step 3 (Embeddings)

Step 3 (Embeddings)

Step 3 (Embeddings)

Step 4 (Chat & RAG)

Step 4 (Chat & RAG)

Step 4 (Chat & RAG)

Demo & next steps

Demo & next steps

Demo & next steps

Description

Chapters View all

Intro

Intro

Intro

Demo & setup

Demo & setup

Demo & setup

Step 1 (File storage)

Step 1 (File storage)

Step 1 (File storage)

Step 2 (Documents & splitting)

Step 2 (Documents & splitting)

Step 2 (Documents & splitting)

Supabase

Transcript

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Chapters

Chapters