A Beginner's Guide to Vector Embeddings

A high level primer on vectors, vector embeddings and vector databases.

References covered in this video:

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Cheers,
-Colin
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#ai #machinelearning #vectors #semanticsearch #generativeai #pinecone #weaviate #vectorembeddings

▬▬▬▬▬▬▬▬▬▬Chapters▬▬▬▬▬▬▬▬▬▬

0:00 - Introduction to Vector Embeddings
1:54 - How Vector Embeddings are Created
3:00 - Vector Embeddings Visualized
4:27 - Vector Databases
6:55 - Example Use Cases

[VittorioLizzerri]

That was great. I'm a network engineer and most of this is foreign to me. You made it simple to have a high-level understanding of different concepts. That's all I was looking for.

[nourarmoush]

This is extremely useful. Thank you so much Colin!

[MichaelSeltenreich]

Very useful and concise. Helped me a lot!

[eflyapping]

I understand how this works for text, but I don’t get how it works for speech recognition. Are we comparing the similarity between pixels in the spectrogram?

[tiowu]

What software did you use to create the 3d colorful vector space? Is it MATLAB?