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Best Practices

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Best Practices

Created: 14 Nov 2022, 02:49 PM | Modified: =dateformat(this.file.mtime,"dd MMM yyyy, hh:mm a") Tags: knowledge, GeneralDL

Figure out usage of docker env for DL

  • Using docker with conda see Conda (+ pip) and Docker
  • Work more reproducible by removing non-obvious OS-level dependencies

From <https://towardsdatascience.com/conda-pip-and-docker-ftw-d64fe638dc45>

Planning data science project repo

https://github.com/KAUST-Academy/python-data-science-project

Or

https://medium.com/analytics-vidhya/folder-structure-for-machine-learning-projects-a7e451a8caaa

http://drivendata.github.io/cookiecutter-data-science/

https://github.com/drivendata/cookiecutter-data-science

ML Quality Standards

The ML Test Score: A Rubric for ML Production Readiness and Technical Debt Reduction

Graph View