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embeddings are awesome in the past video I showed you how to work out how similar multiple pieces of text are to each other but what if youve got loads and loads of pieces of text and you want to be able to query it like a database well generating embeddings every single time is going to get pretty expensive if youre using openais API but fear not you can use an embedding Vector database to get around this issue and Pinecone is a really cool one to check out so in this video Im going to show you how to edit into pine cone and then query it using some embeddings to follow along with this tutorial youre going to need a Pinecone account you can get signed up at pinecode.io for free once youre signed up you should see a page that looks a bit like this that means youre good to go now were gonna go and store some data about animals in our database and then were going to go and query it using embeddings so lets go and set up a index which is where we go and store Vector data so to