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DVC

Stacks57

Followers91

+ 1

Votes2

Gitless

Stacks4

Followers18

+ 1

Votes0

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Gitless vs DVC: What are the differences?

Gitless: An experimental version control system built on top of Git. Gitless is an experiment to see what happens if you put a simple veneer on an app that changes the underlying concepts. Because Gitless is implemented on top of Git (could be considered what Git pros call a "porcelain" of Git), you can always fall back on Git; 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.

Gitless and DVC can be primarily classified as "Version Control System" tools.

Gitless and DVC are both open source tools. It seems that DVC with 4.43K GitHub stars and 398 forks on GitHub has more adoption than Gitless with 1.49K GitHub stars and 80 GitHub forks.

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Pros of DVC

Pros of Gitless

2
Full reproducibility

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Cons of DVC

Cons of Gitless

1
Coupling between orchestration and version control
1
Requires working locally with the data
1
Doesn't scale for big data

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- No public GitHub repository available -

What is DVC?

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.

What is Gitless?

Gitless is an experiment to see what happens if you put a simple veneer on an app that changes the underlying concepts. Because Gitless is implemented on top of Git (could be considered what Git pros call a "porcelain" of Git), you can always fall back on Git.

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Jobs that mention DVC and Gitless as a desired skillset

Strategic Solution Engineer

Postman

Toronto, Canada

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Strategic Solution Engineer

Postman

Boston/ NYC, United States

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Scale Solutions Architect

Postman

, USA

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Strategic Solution Engineer (West)

, United States

What companies use DVC?

What companies use Gitless?

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What tools integrate with DVC?

What tools integrate with Gitless?

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What are some alternatives to DVC and Gitless?

Pachyderm

Pachyderm is an open source MapReduce engine that uses Docker containers for distributed computations.

MLflow

MLflow is an open source platform for managing the end-to-end machine learning lifecycle.

Git

Git is a free and open source distributed version control system designed to handle everything from small to very large projects with speed and efficiency.

JavaScript

JavaScript is most known as the scripting language for Web pages, but used in many non-browser environments as well such as node.js or Apache CouchDB. It is a prototype-based, multi-paradigm scripting language that is dynamic,and supports object-oriented, imperative, and functional programming styles.

GitHub

GitHub is the best place to share code with friends, co-workers, classmates, and complete strangers. Over three million people use GitHub to build amazing things together.

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DVC vs Gitless

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Pros of DVC

Pros of Gitless

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Cons of DVC

Cons of Gitless

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What is DVC?

What is Gitless?

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What companies use DVC?

What companies use Gitless?

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What tools integrate with DVC?

What tools integrate with Gitless?

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