[Own work] MM-SHAP to measure modality contributions

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AI Coffee Break with Letitia

AI Coffee Break with Letitia

Күн бұрын

Пікірлер: 23
@MachineLearningStreetTalk
@MachineLearningStreetTalk Жыл бұрын
Great stuff Letitia! Great to see you showcase some of your work!
@anishbhanushali
@anishbhanushali Жыл бұрын
"IT'S not much but it's honest work" ... I Understood That Reference
@danji9485
@danji9485 Жыл бұрын
I have to admit I don't understand a lot of it, but keep up the awesome work!
@AIology2022
@AIology2022 Жыл бұрын
Very interesting! It is great that you present your works!
@mangotee82
@mangotee82 Жыл бұрын
Ah, cool, so nice to see some of your own research! Congrats for the accepted paper!
@oncedidactic
@oncedidactic Жыл бұрын
Awesome! Would love to hear more about SHAP approaches
@jmirodg7094
@jmirodg7094 Жыл бұрын
Me too 🤩
@jmirodg7094
@jmirodg7094 Жыл бұрын
Extremely interesting episode that I could watch🤩 drinking my coffee ☕. It could be cool to have a specific episode on this "Shapley values" as it seems to be one key to really improve the output quality of models.
@jonginkim941
@jonginkim941 Жыл бұрын
wow interesting work and nice presentation! What tool do you use to edit the presentation slide?
@AICoffeeBreak
@AICoffeeBreak Жыл бұрын
Thanks! Just good old PowerPoint for the slides and animations (“morph“ transition ftw). 😅
@MaJetiGizzle
@MaJetiGizzle Жыл бұрын
Congratulations on getting your work accepted!
@AICoffeeBreak
@AICoffeeBreak Жыл бұрын
Thank you so much 😀
@MaJetiGizzle
@MaJetiGizzle Жыл бұрын
@@AICoffeeBreak You’re welcome and again well congratulations!
@Micetticat
@Micetticat Жыл бұрын
I still remember your illustration with the "TEEEEEEXT" caption. One image was worth 1000 words... Oh wait. Anyway amazing work! And thanks to your previous videos someone like me that has no expertise in your field can understand some of this highly technical short talk.
@AICoffeeBreak
@AICoffeeBreak Жыл бұрын
😂 thanks!
@shivamkaushik6637
@shivamkaushik6637 Жыл бұрын
Super interesting.
@dianai988
@dianai988 Жыл бұрын
Awesome work Letitia! I got to admit I was hooked in when I saw the use of SHAP as I've always been interested in explainable AI and was introduced early on to the use of Shapley values for explainable AI. I haven't taken a look at your paper yet for citations, but I presume you encountered Scott Lundberg's research on the use of SHAP values for explaining predictions? It's awesome to see how those techniques can evolve to multimodal models, thanks for sharing!
@AICoffeeBreak
@AICoffeeBreak Жыл бұрын
Glad you liked it! :) Sure I have encountered SHAP, I've used and cited it in the paper github.com/slundberg/shap Maybe it was not clear from the video. I had to leave out a lot of details to stick to the conference video length of 6 mins. Maybe I will find time to do an in-length video if people are interested.
@leeme179
@leeme179 Жыл бұрын
great work!!, it is also like reverse engineering how much attention the model is paying to a specific part of input..
@AICoffeeBreak
@AICoffeeBreak Жыл бұрын
Well put, that is interpretability in a nutshell. :)
@elinetshaaf75
@elinetshaaf75 Жыл бұрын
03:40 going small! 😂
@__--JY-Moe--__
@__--JY-Moe--__ Жыл бұрын
congrats on the paper! \^o^/ it will be crazy 2 one day have a vision cognitron, that can classify every thing it sees! U should try the matlab plug-ins 4 U'r area of expertise! good luck!
@fonkmonkey2715
@fonkmonkey2715 Жыл бұрын
You are pretty. Just letting you know)
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