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Git Reflow vs DVC: What are the differences?
Git Reflow: Reflow automatically creates pull requests, ensures the code review is approved, and squash merges finished branches to master. Reflow automatically creates pull requests, ensures the code review is approved, and squash merges finished branches to master with a great commit message template; DVC: Open-source Version Control System for Machine Learning Projects. It is an open-source Version Control System for data science and machine learning projects. It is designed to handle large files, data sets, machine learning models, and metrics as well as code.
Git Reflow and DVC can be categorized as "Version Control System" tools.
Git Reflow and DVC are both open source tools. DVC with 4.43K GitHub stars and 398 forks on GitHub appears to be more popular than Git Reflow with 1.45K GitHub stars and 62 GitHub forks.
Pros of DVC
- Full reproducibility2
Pros of Git Reflow
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Cons of DVC
- Coupling between orchestration and version control1
- Requires working locally with the data1
- Doesn't scale for big data1
