Code Practices and Standards
Writing code with a set of practices and standards is important for code reproducibility, as is explaining the workflow of the process descriptively in a step-wise manner.
This is universally applicable across any coding tool that you may use, not just with Jupyter. Some coding practices and standards should be followed strictly and a few of these will be discussed in the next section.
Environment Documentation
For installation purposes, you should maintain a snippet of code to install the necessary packages and libraries. The following practices help with code reproducibility:
Include the versions used for libraries/packages.
Download the original version of packages/libraries used and call the packages internally for installation in a new setup.
Effective implementation by running it in a script that automatically installs dependencies.
Writing Readable Code with Comments
Code commenting is an important aspect. Apart from the markdown option available on Jupyter,...