Hey all, happy holidays. Complete newb here but how do I make vectors to upload with my documents?

I feel like there is a fundamental gap in my knowledge.

I’m trying to make a product search engine.

I’d personally use a machine learning model to generate vectors for your documents. I think hugging face has a nice intro to “sentence similarity” using embeddings: https://huggingface.co/tasks/sentence-similarity

https://qdrant.tech/articles/neural-search-tutorial/

or you can use a cloud service like cohere https://qdrant.tech/articles/qa-with-cohere-and-qdrant/