Use code YOUTUBE to get an extra 20% off my AI courses here:
https://www.jointakeoff.com/
This is the RAG course from Takeoff. We're making the full videos from each lesson of this course available to showcase an example course.
GitHub Repo: https://github.com/mckaywrigley/takeo...
Section 1: Learn the Basics
00:00 - Intro
09:31 - RAG Overview
22:28 - Code Setup
31:07 - Embeddings
43:14 - Vector Databases
01:03:56 - Similarity Search
Section 2: Create a RAG System
01:12:07 - Intro
01:20:44 - Vector DB Setup
01:39:51 - Generating Embeddings
01:52:25 - Upload Data
02:00:30 - Basic Retrieval
02:12:26 - Query Optimization
02:22:07 - Document Reranking
02:33:05 - Metadata Filtering
02:44:08 - Text Splitting
02:52:43 - All Together
03:02:09 - RAG Prompting
Section 3: Build a Retrieval Project
03:14:53 - Project Intro
03:24:12 - initialize Code
03:31:01 - Setup Vector DB
03:43:04 - Build RAG Pipeline
04:10:51 - Connect Frontend
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Twitter/X: https://x.com/mckaywrigley
Newsletter: https://mckaywrigley.substack.com/
GitHub: https://github.com/mckaywrigley
