Multi-Task Learning | Explained in 5 Minutes

Ғылым және технология

Multi-Task Learning Explained in 5 Minutes
** Referenced Papers **
SemifreddoNets: Partially Frozen Neural Networks for Efficient Computer Vision Systems
www.ecva.net/papers/eccv_2020/...
SemifreddoNets Video Summary
• SemifreddoNets: Partia...
Cross-stitch Networks for Multi-task Learning
openaccess.thecvf.com/content...
Which Tasks Should Be Learned Together in Multi-task Learning?
taskgrouping.stanford.edu/
Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics
arxiv.org/pdf/1705.07115.pdf
GradNorm: Gradient Normalization for Adaptive Loss Balancing in Deep Multitask Networks
arxiv.org/pdf/1711.02257.pdf

Пікірлер: 19

  • @TrevorStandley
    @TrevorStandley Жыл бұрын

    That's my paper! I'm happy to answer any questions people might have here or by email.

  • @shatandv
    @shatandv3 жыл бұрын

    Your positivity is really helpful for understanding :) Thanks!

  • @sloperclimbing5369
    @sloperclimbing53693 жыл бұрын

    Good job ! Excellent explanation.. keep doing these videos

  • @anirudhthatipelli8765
    @anirudhthatipelli8765 Жыл бұрын

    Thanks, Leo. This was a great explanation!

  • @alifarrokh9863
    @alifarrokh9863 Жыл бұрын

    Very nice papers to mention, thank you!

  • @yukewang3164
    @yukewang31642 жыл бұрын

    well organized and succinct explanation

  • @diegoantoniorosariopalomin4977
    @diegoantoniorosariopalomin49773 жыл бұрын

    Yeah, new video!

  • @davidsling
    @davidsling2 ай бұрын

    thanks broo!!

  • @Omkar-ey3ls
    @Omkar-ey3ls3 жыл бұрын

    few years back I was training multi-task learning model for clinical text data and let me tell you it was a nightmare! thanks for the video!

  • @leoisikdogan

    @leoisikdogan

    3 жыл бұрын

    I know, right? Multi-task learning can be trickier than it sounds.

  • @mahsa.me.
    @mahsa.me.2 жыл бұрын

    thanks

  • @abdullahkilinc473
    @abdullahkilinc4733 жыл бұрын

    The beard really suits you! Didnt watch the video yet but Im sure its good. :)

  • @leoisikdogan

    @leoisikdogan

    3 жыл бұрын

    Thanks :)

  • @muztehzibakis
    @muztehzibakis3 жыл бұрын

    furkan videoyu editlemeden tek seferde mi çektin :) bravo. mpalden bir tost.

  • @leoisikdogan

    @leoisikdogan

    3 жыл бұрын

    Video tek parca degil, kestigim yerler belli oluyor aslinda :)

  • @harz21
    @harz213 жыл бұрын

    Is there a way to support you? Like patreon or something..

  • @leoisikdogan

    @leoisikdogan

    3 жыл бұрын

    Thanks for the thought. I don't have a Patreon. Kind words are enough to support me.

  • @lukemotivationalideas4415
    @lukemotivationalideas4415 Жыл бұрын

    Time block

  • @trench01
    @trench013 жыл бұрын

    When dealing with the human brain multitasking makes things slower since it has to switch every time to do a task. Sure it helps the person increase ability but still not as efficient as single task for more complex things. As for computer it buckles at times and can not handle multi tasking when I try to test it out. multitask good for speed but not for power at times. Some can disagree but that is my experience. Even the arm processor uses a simple task to do things which will beat out the x86 and apple will have the more powerful processor which is a double edges sword to be a good thing and a bad thing. speaking of apple on another note. 70% use windows, 10% mac, 5% linux,13% mobile 80% use chrome browser, 6% firefox, 5% IE, 4% safari Just like all rotten apples that fall from a tree they remain at the bottom.