Why is DVC Better Than Git and Git-LFS in Machine Learning Reproducibility

‍What is Machine Learning Reproducibility?

Why is Reproducibility Important in Machine Learning?

How to Achieve Machine Learning Reproducibility?


Drift / Continuous training

Experiments tracking and logging

Model registry

Collaboration and communication

Git and Git LFS

What is Git LFS?

Git-LFS working — (Gif Source — https://Git-LFS.Github.com/)

How to use Git LFS?

Git-LFS Limitations

What is DVC?

The graphic illustrates how the Git repository interacts with the DVC-defined remote repository (Image from dvc.org)

Why is DVC better?

Image courtesy dvc.org




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