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Deep dive: model merging (part 1) 

Julien Simon
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29 авг 2024

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Комментарии : 17   
@kenchang3456
@kenchang3456 5 месяцев назад
Thank you for this video. I gotta give this a try 🙂
@juliensimonfr
@juliensimonfr 5 месяцев назад
You're welcome, and yes, you should :)
@uygarkurtai
@uygarkurtai 4 месяца назад
Great viedo thank you! What I didn't grasp quite well is that, let's say I'm merging 2 models. One is trained on maths, other is trained on coding. Do we expect the merged model to perform high level in both tasks?
@juliensimonfr
@juliensimonfr 4 месяца назад
Yes, that's the expectation :)
@AbdennacerAyeb
@AbdennacerAyeb 5 месяцев назад
This is a random comment to boost your channel. Thank you.
@juliensimonfr
@juliensimonfr 5 месяцев назад
LOL, thank you.
@melikanobakhtian6018
@melikanobakhtian6018 Месяц назад
That was great and it helped me so much! Is there this possibility to have the presentation slides?
@juliensimonfr
@juliensimonfr 18 дней назад
Hi, you can find the slides on Slideshare at fr.slideshare.net/slideshow/julien-simon-deep-dive-model-merging/270921708
@subhamkundu5043
@subhamkundu5043 5 месяцев назад
Hey @Julien, great vide. I have a question regarding the scale factor in TIES method. How we determine the scale factor?
@juliensimonfr
@juliensimonfr 5 месяцев назад
Thank you. It's up to you, depending on how much you want to "influence" the base model. mergekit has a parameter called 'density': fraction of weights in differences from the base model to retain. Example at github.com/arcee-ai/mergekit/blob/edd3817e4a470c7a959ef4c505f52a650a46ff07/examples/ties.yml
@abse-mj8pw
@abse-mj8pw 3 месяца назад
I can't help wondering if there is an experiment which really fully discovers those technique like applying to all kinds of models or combining different methods together?
@juliensimonfr
@juliensimonfr 3 месяца назад
Check out arcee.ai, their platform is definitely going that way.
@abse-mj8pw
@abse-mj8pw 3 месяца назад
@@juliensimonfr Thanks for your answer!! I've found some interesting blogs about it!
@gnibu42
@gnibu42 5 месяцев назад
Super intersting Julien, thanks a lot for sharing
@juliensimonfr
@juliensimonfr 5 месяцев назад
Glad you enjoyed it
@SrikanthIyer
@SrikanthIyer 5 месяцев назад
Thanks for the fantastic video. Loved how you simplified almost all the methods to merge the models!
@juliensimonfr
@juliensimonfr 5 месяцев назад
Glad it was helpful!
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