Create a Wine Recommender using NLP on AWS

This page summarizes the projects mentioned and recommended in the original post on /r/aws

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  • Milvus

    A cloud-native vector database, storage for next generation AI applications

    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.

  • 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.

  • 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.

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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