machine-learning-articles icon indicating copy to clipboard operation
machine-learning-articles copied to clipboard

From Jupyter Notebook To Scripts

Open khuyentran1401 opened this issue 4 years ago • 0 comments

TL;DR

How to migrate from jupyter notebooks to scripts for reproducibility

Article Link

https://towardsdatascience.com/from-jupyter-notebook-to-sc-582978d3c0c

Author

https://towardsdatascience.com/from-jupyter-notebook-to-sc-582978d3c0c

Key Takeaways

  • Configure parameters with config
  • Collect the outputs in a file with logging. Alternative: MLFlow or Wandb
  • Make sure the code does not break with pytest
  • Continuous integration: run unit tests automatically. -> Github Action
  • Make sure the model works in any computer: Docker

khuyentran1401 avatar Sep 28 '20 15:09 khuyentran1401