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Doug Turnbull - Staff Relevance Engineer, Shopify - Search as a constant experimentation cycle

Vector Podcast

CHAPTER

The Advantages of a Dense Vector Index

The data structures that you would use for a dense system where everything is clustered into like 200 and maybe 256 or 768 or whatever dimensions are very different than a sparse index. So it's not like cat occurs in three things, it's like all billion documents have some level of if cat was one of the dimension some level of catness. And so there's not some future where you throw away one or you throw away the other. More and more, the reality is like hybrid retrieval where you're using both data structures to serve search results.

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