✔️ Linting Passed

All linting checks passed. Your pull request is in excellent shape! ☀️

_{Generated for commit: 214192c. Link to the linter CI: here}

Hello @ani0075saha, thank you for your contribution.

The new headings look much friendlier.

Concerning the links, I would actually tend to not link the examples in LabelSpreading, because they're not very specific and clicking on the link to the User Guide just one line below, brings us to a short section that already references the examples.

Would you mind to remove the links from the docstring and only keep the rest of the PR (the headings)?

That would be alright as is - or - if you like, you could also work further on improving the examples on LabelSpreading, because I see they are not in such a good shape. If you wonder what a good shape for an example looks like, you could look here (of cause it doesn't need to be as elaborate; something like this with code and text mixed would be definitely an improvement).

@StefanieSenger Thanks for the comments. I will look at the linked good quality examples and work on improving the LabelSpreading examples.

Hi @ani0075saha! Would you like to continue working on this PR?

Hi @marenwestermann, it seems like I won't have the bandwidth right now to make the examples better as @StefanieSenger suggested. We can merge and close this right now with just the updated headings or someone else can continue the work. Let me know what's the best option.

Hi @marenwestermann, it seems like I won't have the bandwidth right now to make the examples better as @StefanieSenger suggested. We can merge and close this right now with just the updated headings or someone else can continue the work. Let me know what's the best option.

Hello @ani0075saha, that's totally fine. Then I would suggest to revert the changes in sklearn/semi_supervised/_label_propagation.py and let this be a PR that improves the headings, which is valuable per se, since the headings had been quite odd before. What do you think, @marenwestermann?

Sorry about the long delay @StefanieSenger. Ran into some git issues today, but resolved them finally.

@adrinjalali Can you please review and close this? Thanks!