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Prikvačeni tweet
End-to-end training of sparse deep neural networks with little-to-no performance loss. Check out our new paper: “Rigging the Lottery: Making All Tickets Winners” (RigL
) !
http://arxiv.org/abs/1911.11134
http://github.com/google-research/rigl …
with @Tgale96@jacobmenick@pcastr and@erich_elsenpic.twitter.com/LmR18hK4LV
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Utku proslijedio/la je Tweet
MIT's new CS class teaches you things that all the other classes don't teach you, like...
Shell tools and scripting
Vim
Data wrangling
Command-line environment
Version control
Watch all 11 lectures for free here: http://bit.ly/MissSemester
#MondayMotivationpic.twitter.com/vHUkzqbXT7
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A general overview of compression methods. How can we find such models efficiently? I agree that deciding the right size/architecture for a given data is an import problem that we don’t have a generic answer for.https://twitter.com/smallernnspls/status/1216763822838448130 …
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Check out our checkpoints at various sparsity levels in our GitHub repo!https://github.com/google-research/rigl/ …
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How accurate can a ResNet-50 on ImageNet with only 250k of its original 25M weights be
? With RigL, accuracy of this 99% sparse network seems to increase with training time almost indefinitely
! When does it stop?!
1x->53%
5x->61.8%
10x->63.9%
40x->66.9%
100x->?pic.twitter.com/rlUb1673g2
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Utku proslijedio/la je Tweet
We distill key components for pre-training representations at scale: BigTransfer ("BiT") achieves SOTA on many benchmarks with ResNet, e.g. 87.8% top-1 on ImageNet (86.4% with only 25 images/class) and 99.3% on CIFAR-10 (97.6% with only 10 images/class). http://arxiv.org/abs/1912.11370 pic.twitter.com/bQULupLQzi
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Utku proslijedio/la je Tweet
PSA: the
@GoogleAI Residency Program call for applicaitons will close on December 19! Check out http://g.co/airesidency/apply … for more information. Not a PhD in ML? That's fine! We're looking for talent from a wide range of backgrounds.#GoogleResearch.Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
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In case you missed our
#neurips poster on MixMatch (https://arxiv.org/abs/1905.02249 ) today because you aren't in Vancouver or didn't survive the poster session stampede, here's the PDF: https://github.com/google-research/mixmatch/blob/master/PDF/MixMatch%20NeurIPS%202019%20poster.pdf … and here's a transcript of what I said to everyone who came by:
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Utku proslijedio/la je Tweet
I'm happy to share my comments on the climate for men from my
#NeurIPS2019 talk:https://www.docdroid.net/u5r0j3S/kidd-neurips.pdf …Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
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Understanding the generalization of ‘lottery tickets’ in neural networks An overview by
@arimorcos and@tydsh that discuss papers on lottery ticket hypothesis. How does “luck” play a role in a network's generalization property, and can we maximize “luck”?https://ai.facebook.com/blog/understanding-the-generalization-of-lottery-tickets-in-neural-networks/ …Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Utku proslijedio/la je Tweet
"Yüksek bir insan cemiyeti olan Türk milletinin tarihi bir vasfı da, sanatı sevmek ve onda yükselmektir." Mustafa Kemal Atatürk
#Emmys2019
#IEmmy#Şahsiyet#InternationalEmmyAwards#HalukBilginerpic.twitter.com/RD1lxdJMQ9
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Sparse neural-nets *can* be accelerated. Exciting work!https://twitter.com/DeepMind/status/1199356529750753286 …
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Utku proslijedio/la je Tweet
“Fast Sparse ConvNets”, a collaboration w/
@GoogleAI [https://arxiv.org/abs/1911.09723 ], implements fast Sparse Matrix-Matrix Multiplication to replace dense 1x1 convolutions in MobileNet architectures. The sparse networks are 66% the size and 1.5-2x faster than their dense equivalents.pic.twitter.com/poDKMzfA4u
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7) Finally, we investigate the energy landscape of sparse networks. Our results suggest that training with static connectivity converges to bad local minima, while RigL allows us to escape such bad critical points. For more results and discussions: check out the paper!pic.twitter.com/s4U1CIovlH
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