@NadiaIIT presented her team's research on Collaboration Challenges in Building ML-Enabled Systems in the October Meetup. If you missed it, visit .
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๐ Hacktoberfest
Contributions are pouring in, as Hacktoberfest proceeds. Find out all the issues with #hacktoberfest tags in our repos.
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๐ฒ 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.
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โพ๏ธ CML in Research
CML was mentioned in the research field. In the paper โA Preliminary Investigation of MLOps Practices in GitHubโ by โ@fcalefato, @lanubile, and Luigi Quarantaโ
For all the devs out there willing to contribute to DVC, here is a quick guide to contributing to iterative/dvc repo
๐ Open a new issue
๐ป Set up a dev environment
๐ด Fork iterative/dvc
๐งช Add tests and run them locally
โฌ๏ธ Submit a pull request @iterativeai
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๐ Open a new issue
Open a new issue in the issue tracker, whether it be a bug report or a feature request. ๐๐ฝ github.com/iterative/dvc/โฆ
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๐ด Fork iterative/dvc
Fork iterative/dvc and then clone it into your local computer to start contributing.
๐ฆ Here are some of the cool commands you can try out right now in the DVC command line interface!
๐ป dvc dag
๐ง dvc freeze
๐ฆ dvc move
๐ dvc metrics show
๐งน dvc gc
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๐ป dvc dag
๐๐๐ ๐๐๐ 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.
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๐ง dvc freeze
๐๐๐ ๐๐๐๐๐ฃ๐ helps us to freeze stages until ๐๐๐ ๐๐๐๐๐๐๐ฃ๐ is used on them. Frozen stages are never executed by ๐๐๐ ๐๐๐๐๐.
๐ฆ Did you hear? By popular demand, CML.dev now supports @Bitbucket Pipelines, rounding out our coverage of the leading version control platforms! ๐
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You can get started with CML in @Bitbucket by forking this repo and cloning it to your local workstation.
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.