MLOps level 4 tooling

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

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  • mlops-zoomcamp

    Free MLOps course from DataTalks.Club

  • Yes, your point exact. I haven't found any quality ones to be honest. There is the coursera mlops course (i did complete this one) which covers tfx (and other services like kubeflow but only scratching the surface) but that seems to be an overkill for me and also very dependant on tensorflow. I have came across this lately https://github.com/DataTalksClub/mlops-zoomcamp (havent went through it in detail) which seems to cover a lot but still missing both the full picture example and i dont see e.g. A/B testing, canary there

  • mlcomops

  • I've put an MLOps stack together in https://github.com/mbunse/mlcomops

  • 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.

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  • you-dont-need-a-bigger-boat

    An end-to-end implementation of intent prediction with Metaflow and other cool tools

  • we followed this blueprint - https://github.com/jacopotagliabue/you-dont-need-a-bigger-boat and ended up simplifying much of the stack to just metaflow, great expectations and snowflake

  • comet-examples

    Examples of Machine Learning code using Comet.ml

  • - Quickstart guide

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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