MLOps Tutorial #7: GitHub Actions with R for Data Science (put a ggplot in your pull request!)

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In this MLOps Tutorials video series, we've been exploring how to do data science with GitHub Actions. Here, we'll show you how to use R with GitHub Actions so you can put a ggplot in your pull request!
This will teach you:
- How to setup R in GitHub Actions
- How to manage your R package dependencies in continuous integration
- How to display a ggplot figure and a data summary table in a pull request
*Resources in this video*
Project GitHub repository: github.com/ell...
Continuous Machine Learning (CML) project: github.com/ite...
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DVC: / dvcorg

Опубликовано:

13 сен 2024

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Комментарии : 15

@dvcorg8370 2 года назад

Please note we have deprecated the dvcorg/cml-py3 container image. You can get the same results with: - container: docker://dvcorg/cml-py3:latest + steps: + - uses: actions/checkout@v3 + - uses: iterative/setup-tools@v1

@LadiDineshKumar 3 года назад

As always, short and very useful.

@dvcorg8370 3 года назад

Thanks Dinesh!

@iamjameswong 3 года назад

Elleo walks through code examples exuberantly talkative as if she were a gourmet in a entertainment show. I can't wait anymore for your next video.

@dvcorg8370 3 года назад

I love this, I have always wanted a cooking show! Thanks James :D -Elle

@nextrealm_ai 3 года назад

I always dig these tutorials. Even if not proficient you can follow back to video and learn these cool tools that anyone with some basic programming can jump into the fun of data and visualization.

@dwhdai 3 года назад

these tutorials are awesome. would u be able to do a simple example that demonstrates how this can be done with data that needs to stay on-premise?

@dvcorg8370 3 года назад

Putting that on the to-do list! It's definitely doable with a self-hosted runner and optionally, on-premise file storage (if you have big data/models).

@dwhdai 3 года назад

@@dvcorg8370 thank you thank you!!

@mowgl_i 2 года назад

Now instead of telling my co-workers 'the model is training', I can say .... 'the automated tests are running' :D

@chiquita_dave 2 года назад

Hey Elle! Thanks for the super informative video! I am pretty new to working with GitHub (and no experience yet with GitHub Actions) and I am working on an R package that I want to be able to test using GitHub Actions. My only concerns are that: 1. The package relies heavily on Rcpp and C++ and will require RTools to compile the C++ code, and 2. Part of the package involves saving local files (outputs from a Gibbs sampler and other files related to the model). Is there a way that I can perform these tests with GitHub Actions, and if so, does it require any special setup beforehand? Thanks!

@derekcorcoran5129 3 года назад

Can you add the png to the README file instead of the report.md so that it is seen in the repo instead of the pull request?

@dvcorg8370 3 года назад

Hey Derek, you *can* do that but you'll have to commit the change within the CI run since your updated README needs to persist after the run is over. Think you'd need something like this to commit an updated README within the workflow: github.com/marketplace/actions/add-commit