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First Impressions of Data Science Version Control (DVC)

christophergs.com · published 13 May 2019

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Host

https://dvc.org/

dvc.org

https://papers.nips.cc/paper/5656-hidden-technical-debt-in-machine-learning-systems.pdf

papers.nips.cc

https://www.youtube.com/watch?v=7jKTofl2vmM&feature=youtu.be

youtube.com

https://dvc.org/doc/tutorial/reproducibility

dvc.org

https://www.udemy.com/deployment-of-machine-learning-models/?couponCode=JUNE21DISCOUNT

udemy.com

https://www.kaggle.com/vbookshelf/v2-plant-seedlings-dataset

kaggle.com

https://scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html

scikit-learn.org

https://github.com/ChristopherGS/dvc_test

github.com

https://dvc.org/doc/get-started/install

dvc.org

https://dvc.org/doc/commands-reference/remote

dvc.org

https://aws.amazon.com/cli/

aws.amazon.com

https://boto3.amazonaws.com/v1/documentation/api/latest/index.html

boto3.amazonaws.com

https://aws.amazon.com/iam/

aws.amazon.com

https://dvc.org/doc/get-started/add-files

dvc.org

https://github.com/ChristopherGS/dvc_test/pull/1

github.com

https://anarc.at/blog/2018-12-21-large-files-with-git/

anarc.at

https://help.github.com/en/articles/upgrading-git-large-file-storage

help.github.com

https://github.com/iterative/dvc/issues/1551

github.com

https://dvc.org/doc/get-started/metrics

dvc.org