Talk:Multi-task learning

Page contents not supported in other languages.
From Wikipedia, the free encyclopedia

Hi editors of "Multi-task learning",

As a project for a course I have completed a major edit for this article. Because of the assessment requirements for the course, the edit was completed "offline".

"Multi-task learning" was selected for improvement since it did not contain any mathematical details and much of the text was copy-pasted from various article abstracts and sources around the internet. I attempted to give better attribution, although I left some text unedited. In particular some of Kilian Weinberger's wording remains particularly since I wasn't sure if in fact he was the one who posted it here.

I tried to edit all sections for clarity, relevance, and brevity. I also added mathematical details for RKHSvv taken from Carlo Ciliberto's recent paper, which provides somewhat of an overview of this take on the subject. I suspect the level of detail is too much, as I had the instruction staff of my course as a primary audience in mind.

You can view the newly edited article here. https://en.wikipedia.org/w/index.php?title=Draft:Multi-task_learning&redirect=no Unless there are major objections, I will move the text over here say around 1st Jan.

Thanks Mattheworlando (talk) 20:27, 18 December 2015 (UTC)[reply]

External links modified[edit]

Hello fellow Wikipedians,

I have just modified 2 external links on Multi-task learning. Please take a moment to review my edit. If you have any questions, or need the bot to ignore the links, or the page altogether, please visit this simple FaQ for additional information. I made the following changes:

When you have finished reviewing my changes, you may follow the instructions on the template below to fix any issues with the URLs.

This message was posted before February 2018. After February 2018, "External links modified" talk page sections are no longer generated or monitored by InternetArchiveBot. No special action is required regarding these talk page notices, other than regular verification using the archive tool instructions below. Editors have permission to delete these "External links modified" talk page sections if they want to de-clutter talk pages, but see the RfC before doing mass systematic removals. This message is updated dynamically through the template {{source check}} (last update: 18 January 2022).

  • If you have discovered URLs which were erroneously considered dead by the bot, you can report them with this tool.
  • If you found an error with any archives or the URLs themselves, you can fix them with this tool.

Cheers.—InternetArchiveBot (Report bug) 10:49, 12 January 2018 (UTC)[reply]

Needs an Overhaul[edit]

I think this page needs a bit of an overhaul/update. It seems oddly focused on mathematical, shallow learning, and robotics applications for a technique that is now used extensively in the machine learning community across a wide range of disciplines (especially deep learning for NLP).

A lot of the existing content should probably move under a "Theoretical underpinnings for why multitask learning works, conceptually" section.

Sebastian Ruder's survey of multitask learning has been quite widely cited so it might be worth using that as a guide for the structure:

  • Types of parameter sharing (hard vs soft vs hierarchical)
  • Theoretical basis for MTL (include much of the existing content here)
  • MTL in non-neural models (include more of the existing shallow-learning discussion here)
  • Deep learning approaches - highlights of DL research, maybe split by field
    • NLP - different task framings (e.g. the T5, decaNLP approach, huggingface's HTML)
    • Vision
    • Etc... — Preceding unsigned comment added by Themoxon (talk • contribs) 13:44, 27 October 2021 (UTC)[reply]
Retrieved from "https://en.wikipedia.org/w/index.php?title=Talk:Multi-task_learning&oldid=1204119255"