[P] Integrating Git, DVC, and MLflow into one

• MLflow

  55 17,234 9.9 Python

  Open source platform for the machine learning lifecycle

  

Hey r/MachineLearning. I'm one of the creators of DAGsHub, and I wanted to share something cool that we've been working on. DVC (dvc.org) and MLflow (mlflow.org) are two open-source projects that are very widely adopted, each for its own specialty. DVC excels at data versioning, and MLflow is used for many things (it's actually multiple tools combined into one), but mainly for its experiment tracking capabilities. Both tools have a built-in tradeoff – since they are open source, setting up storage for DVC and a central tracking server for MLflow can be a pain – requiring you to create cloud accounts, add permissions, and more.

• dvc

  109 13,093 9.7 Python

  🦉 ML Experiments and Data Management with Git

  

Hey r/MachineLearning. I'm one of the creators of DAGsHub, and I wanted to share something cool that we've been working on. DVC (dvc.org) and MLflow (mlflow.org) are two open-source projects that are very widely adopted, each for its own specialty. DVC excels at data versioning, and MLflow is used for many things (it's actually multiple tools combined into one), but mainly for its experiment tracking capabilities. Both tools have a built-in tradeoff – since they are open source, setting up storage for DVC and a central tracking server for MLflow can be a pain – requiring you to create cloud accounts, add permissions, and more.

• WorkOS

  workos.com sponsored

  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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