OpenAI Embeddings and Vector Databases Crash Course

In this video we will explore how to create a Vector Database by creating embeddings using the OpenAI API and then storing them in SingleStore.

The first part of the video will cover how to create an embedding using just API requests with Postman. Then we will jump into Single Store and store these in a new database made specifically for vectors like this.

00:00 - Introduction
00:10 - What are Embeddings and Vectors
02:14 - Setup OpenAI Embeddings
03:11 - Setup Postman API Requests to create Embeddings
03:55 - Create Embedding
03:55 - Create Embedding
06:55 - Create PDF or Document Embedding
07:43 - Vector Database - Setup with SingleStore
08:20 - Vector Database - Create Database
09:32 - Vector Database - Create Table
10:41 - Vector Database - Insert Embedding Row
13:25 - Vector Database - Search Embeddings
15:18 - Embedding function with JavaScript and NodeJS
18:08 - OpenAI and GPT Digital Book
18:29 - Conclusion

Postman: (today's Sponsor) for API Requests

OpenAI Embedding Documentation:

SingleStore Vector Database

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[zynuxpd]

I have seen multiple tutorials, this is by far the best and most concise, great work man

[LindsayHiebert]

Excellent overview! Very concise, clear and relevant! Great job! Thank you Adrian! 😊

[photorealm]

That was the first video that actually gave me a understanding of how vector DB's kind of work. Thank you for sharing.

[krisograbek]

Adrian, your channel is a gem! I love the way you explain complex topics and the pace of your videos! Greetings from Poland!

[nickkondoori]

Incredible teaching skills. First time ever, I loved someone who can teach "ME" the way I always wanted. Thousand thumbs up Adrian!!

[aiadvantage]

Super high quality video right here. Good job Adrian

[coinexponent]

Learn vector embeddings using first principles. Always engaging, and very rewarding for the learner. Thank you!

[philn]

Awesome thanks.

Been studying calculus and linear algebra before I dive deep into AI. I will definitely be dealing with vector databases very soon and looking forward to it.

[oscargalvez]

Amazing tutorial! The way you explain is so easy and understandable!

[saik]

Best AI video ever . Made it easy to understand with 2 simple concepts . Thanks man!

[AbhinavKumar-jtkx]

This is awesome, perfect video for non-beginner developers to quickly grasp.

[JeremyArtero]

This course is gold! Thanks! I have done similar steps on Astra db and it was smooth

[RajShekarsdreamzzz]

Very Good session Adrain... your way of teaching is keeping the people glued... Keep it up

[rasmuspiirtola]

Rarely comment, but damn, you did a perfect job – I am at 8:01, haven't watched the video but had to pause and comment – until 8:01, everything was perfect; how you explain concepts and utilize tools ensures that we understand the concept in practice with ease! Great job, continue making videos; you should do consulting if you don't already do so. It's easy money with little hours with your skills and knowledge!

[anrk]

Love your thumbnails. Keeps getting better with each video 👍

[daygoca]

This tutorial was incredible - completely glued to it

[rkjellbe]

Finally, found a video with the appropriate detail. For me! 😊 Thank you!

[MaverickCoder-mzhp]

Nice high quality video with clear explanation of concepts. This video is engaging for learners. I would say one of the best videos out there on vector embeddings. Good Job Adrian

[AmanBansil]

Absolutely LOVE this. you're so clear and concise.

[dipayanroy]

I wish everyone could have presented like you, simply Super. Looking forward for more in similar way