Learn RAG, LangChain, Vector DB’s, with this project, FULL COURSE
Building this project taught me everything I needed to know about LLM’s, RAG (Retrieval Augmented Generation), LangChain, LangGraph, Vector databases, similarity search (FAISS) to secure a $74,000 AI Engineer job offer here in Sweden.
I’m a self-taught programmer with strong interest in AI and LLM’s.
This video is for anyone looking to learn these topics and become an AI Engineer yourself. In this video we will develop CondoGPT, a real estate AI that interacts with an SQL database, Google Maps API, Google Directions API, data visualization with Chart.js and report generation with ReportLab.
Many of you are probably looking for LangChain and LLM projects to add to your portfolio. Use this project to get open-source experience with AI technologies which solve real-world business issues
The full code is available on GitHub and has some issues for anyone interested in contributing. You can work on these to be listed as a contributor. If you spot any areas for improvement, feel free to submit your own issues and solutions—open-source contributions like this are a fantastic way to gain experience and showcase your skills on your resume.
Github repo: https://github.com/GGyll/condo_gpt
Do this before starting your AI project: https://youtu.be/tOhllbgVHSU
How I got my first AI Engineer Job: https://youtu.be/_y-7mr-eO-o
My website: https://www.nordprop.tech/
Connect with me on Linkedin: https://www.linkedin.com/in/gustaf-g/
(Let me know you came from this video!)
Have any questions on how to get your first LangChain/AI developer job? Drop a comment below!
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CHAPTERS
00:00:00 Introduction
00:00:30 Environment Setup
00:05:40 OpenAI API Test
00:06:20 Connecting LangChain to SQL Database
00:09:50 SQL Prefix walkthrough, Most important part, Prompt Engineering
00:16:20 LangChain & LangGraph implementation
00:24:40 Frontend/Flask
00:30:20 Conversation History/Memory/Token Management
00:38:50 Debugging tips & Walrus Operator
00:42:30 Vector Database and Simliarity Search
00:55:50 Data visualization and Charts
01:04:30 Generate Google Maps and Directions Tool
01:22:00 Generate PDF Reports
01:27:51 Outro
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