๐Ÿฆ‰DVC Profile picture
Nov 7 โ€ข 7 tweets โ€ข 5 min read
๐Ÿฆ‰ Hereโ€™s some exciting news brief this month from Iterative Community ๐Ÿ‘‡

๐Ÿค October Meetup
๐ŸŽ‰ Hacktoberfest
๐Ÿฒ DVC-Hydra Integration
โ™พ๏ธ CML in Research
๐Ÿ“„ DVC Wikipedia Page

@Iterativeai @DVCorg
#mlOps #data #pipeline #dag

๐Ÿงต [1/7]
๐Ÿค October Meetup

@NadiaIIT presented her team's research on Collaboration Challenges in Building ML-Enabled Systems in the October Meetup. If you missed it, visit .

๐Ÿงต [2/7]
๐ŸŽ‰ Hacktoberfest

Contributions are pouring in, as Hacktoberfest proceeds. Find out all the issues with #hacktoberfest tags in our repos.

๐Ÿงต [3/7]
๐Ÿฒ DVC-Hydra Integration

Now we can use Hydra composition to configure your DVC experiments. We can also append and remove parameters on the fly and do a grid search of parameters.

๐Ÿงต [4/7]
โ™พ๏ธ CML in Research

CML was mentioned in the research field. In the paper โ€œA Preliminary Investigation of MLOps Practices in GitHubโ€ by โ€œ@fcalefato, @lanubile, and Luigi Quarantaโ€

๐Ÿงต [5/7]
๐Ÿ“„ DVC Wikipedia Page

DVC now has its own @Wikipedia Page. Check it out en.wikipedia.org/w/index.php?tiโ€ฆ

๐Ÿงต [6/7]
โœ… You're all caught up!

Head on to our blogs to read the full October Heartbeat ๐Ÿ‘‡
iterative.ai/blog/october-hโ€ฆ

๐Ÿงต [7/7]

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More from @DVCorg

Sep 2
For all the devs out there willing to contribute to DVC, here is a quick guide to contributing to iterative/dvc repo
๐Ÿž Open a new issue
๐Ÿ’ป Set up a dev environment
๐Ÿด Fork iterative/dvc
๐Ÿงช Add tests and run them locally
โฌ†๏ธ Submit a pull request
@iterativeai

๐Ÿงต [1/7]
๐Ÿž Open a new issue

Open a new issue in the issue tracker, whether it be a bug report or a feature request. ๐Ÿ‘‡๐Ÿฝ
github.com/iterative/dvc/โ€ฆ

๐Ÿงต[2/7]
๐Ÿด Fork iterative/dvc

Fork iterative/dvc and then clone it into your local computer to start contributing.

๐Ÿงต[3/7]
Read 8 tweets
Aug 23
๐Ÿฆ‰ Here are some of the cool commands you can try out right now in the DVC command line interface!

๐Ÿ’ป dvc dag
๐ŸงŠ dvc freeze
๐Ÿ“ฆ dvc move
๐Ÿ“Š dvc metrics show
๐Ÿงน dvc gc

๐Ÿงต [1/7]
๐Ÿ’ป dvc dag

๐š๐šŸ๐šŒ ๐š๐šŠ๐š is very helpful in quickly checking out the stages of a pipeline up to the target stage in a simple visual representation. If the target is omitted, it will show the full project DAG.

๐Ÿงต [2/7]
๐ŸงŠ dvc freeze

๐š๐šŸ๐šŒ ๐š๐š›๐šŽ๐šŽ๐šฃ๐šŽ helps us to freeze stages until ๐š๐šŸ๐šŒ ๐šž๐š—๐š๐š›๐šŽ๐šŽ๐šฃ๐šŽ is used on them. Frozen stages are never executed by ๐š๐šŸ๐šŒ ๐š›๐šŽ๐š™๐š›๐š˜.

๐Ÿงต [3/7]
Read 7 tweets
Jul 12
๐Ÿฆ‰ Did you hear? By popular demand, CML.dev now supports @Bitbucket Pipelines, rounding out our coverage of the leading version control platforms! ๐ŸŽ‰

๐Ÿงต 1/6
You can get started with CML in @Bitbucket by forking this repo and cloning it to your local workstation.

๐Ÿ‘‰๐Ÿฝ bitbucket.org/iterative-ai/eโ€ฆ

2/6 Image
Follow these instructions to configure a @Bitbucket token for CML.
โš™๏ธ cml.dev/doc/self-hosteโ€ฆ

And these instructions to enable the Pull Request Commit Links application.
๐Ÿ”— cml.dev/doc/ref/send-cโ€ฆ

3/6
Read 6 tweets
Jun 14
๐Ÿฆ‰๐Ÿ“ฃToday we introduce the DVC extension for VS Code! Now the power of DVC is magnified with @code !

๐Ÿงต1/
๐Ÿ“’ ๐—˜๐˜…๐—ฝ๐—ฒ๐—ฟ๐—ถ๐—บ๐—ฒ๐—ป๐˜ ๐—•๐—ผ๐—ผ๐—ธ๐—ธ๐—ฒ๐—ฒ๐—ฝ๐—ถ๐—ป๐—ด

Quickly run new experiments and compare their resulting metrics in the experiments table. Use the command palette or buttons to run new experiments, or add them to the queue for later.

2/6
๐Ÿงช ๐—˜๐˜…๐—ฝ๐—ฒ๐—ฟ๐—ถ๐—บ๐—ฒ๐—ป๐˜ ๐—ง๐—ฟ๐—ฎ๐—ฐ๐—ธ๐—ถ๐—ป๐—ด

Manage all the versions of your experiments tracked throughout your project with Git and DVC.

3/7
Read 7 tweets

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