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What most people do in this situation is run ANN (Approximate Nearest Neighbor) algorithm or even a specialised database such as Milvus to do it. This seems to be a missing service of SageMaker as of July 2022. Google Cloud has their Vertex AI Matching Engine already. Crossing my fingers for re:Invent 2022.
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annoy
Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk
It'd definitely be a nice-to-have. Luckily it shouldn't be to hard to create a custom estimator using something like Spotify's Annoy library. I might try it out whenever I come back and revisit the project.
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.