Where do I start to learn MLOPS?

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

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  • fake-s3

    Discontinued A lightweight server clone of Amazon S3 that simulates most of the commands supported by S3 with minimal dependencies

  • software-dev-for-mlops-101

    Set up your local environment to do some real Machine Learning Operations software development, just like pro MLOps practitioners.

  • Depending on how familiar you are with Git and CLI, you may not want to go straight to an IDE like VSCode, and use a simpler setup like this.

  • 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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  • At FourthBrain we've recently been hosting a number of public events that try to help guide you step-by-step with code along the path of best practices in MLOps, including one with Hugging Face on end-to-end MLOps (GitLab code here) and one with Databricks on model version control with MLflow (GitHub code here).

  • 20220726_Databricks_Demo_Transfer_Learning_with_MLflow

    We will go hands-on with an image classification demo using transfer learning, while leveraging MLflow to track our model experiments on Databricks

  • At FourthBrain we've recently been hosting a number of public events that try to help guide you step-by-step with code along the path of best practices in MLOps, including one with Hugging Face on end-to-end MLOps (GitLab code here) and one with Databricks on model version control with MLflow (GitHub code here).

  • mlops-zoomcamp

    Free MLOps course from DataTalks.Club

  • PS... +1 on Made With ML, the Hugging Face course is great, and I've heard to a ton of good things about MLOps Zoomcamp

  • Made-With-ML

    Learn how to design, develop, deploy and iterate on production-grade ML applications.

  • PS... +1 on Made With ML, the Hugging Face course is great, and I've heard to a ton of good things about MLOps Zoomcamp

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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