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Understanding deep learning requires rethinking generalization
https://arxiv.org/abs/1611.03530
Nov 10, 2016 ... Computer Science > Learning ... Conventional wisdom attributes small generalization error either to ... From: Chiyuan Zhang [view email]
Understanding deep learning requires rethinking generalization | |
| https://www.youtube.com/watch?v=s47Vl44WDQwApr 4, 2017 - 6 min - Uploaded by Stanford Scholar AI - Zhang, C., Bengio, S., Hardt, M., Recht, B. and Vinyals, O., 2016. Understanding ... | |
Understanding Deep Learning Requires Rethinking Generalization ...
https://theneuralperspective.com/.../understanding-deep-learning-requires-rethinking-generalization/
Jan 24, 2017 ... Understanding Deep Learning Requires Rethinking Generalization Chiyuan
Zhang, Samy Bengio, Moritz Hardt, Benjamin Recht, Oriol Vinyals ...
Understanding deep learning requires rethinking generalization
https://github.com/.../deep_learning.../Understanding%20deep%20learning%20requires%20rethinking%2...
deep_learning_papers_TLDR - repository for my TLDR for deep learning ...
Authors, Chiyuan Zhang, Samy Bengio, Moritz Hardt, Benjamin Recht, Oriol
Vinyals ...
[PDF]
Michael Jordan, Jason Lee,. Max Simchowitz, Oriol Vinyals, and Chiyuan Zhang.
..... “Understanding Deep Learning Requires Rethinking Generalization.” Samy.
f - ICLR 2017
www.iclr.cc/lib/exe/fetch.php?media=iclr2017:recht_iclr2017.pdf
Benjamin Recht. University of ... Joint work with Samy Bengio, Moritz Hardt,
Michael Jordan, Jason Lee,. Max Simchowitz, Oriol Vinyals, and Chiyuan Zhang.
..... “Understanding Deep Learning Requires Rethinking Generalization.” Samy.
Understanding deep learning requires rethinking generalization
nuit-blanche.blogspot.com/.../understanding-deep-learning-requires.html
Jan 19, 2017 ... Understanding deep learning requires rethinking generalization by Chiyuan
Zhang, Samy Bengio, Moritz Hardt, Benjamin Recht, Oriol Vinyals.
Understanding deep learning requires rethinking generalization ...
https://www.semanticscholar.org/.../Understanding-deep-learning-requires-rethinking...Zhang-Bengio/27da8d31b23f15a8d4feefe0f309dfaad7...
Understanding deep learning requires rethinking generalization. Chiyuan Zhang,
Samy Bengio, Moritz Hardt, Benjamin Recht, Oriol Vinyals; ArXiv; 2016.
Research Blog: Research at Google and ICLR 2017
https://research.googleblog.com/.../research-at-google-and-iclr-2017.html
Apr 24, 2017 ... Contributed Talks Understanding Deep Learning Requires Rethinking
Generalization (Best Paper Award) Chiyuan Zhang*, Samy Bengio, Moritz Hardt,
Benjamin Recht*, Oriol Vinyals .... In fact, «Representations Learning» is another
name (more factual and precise) for Deep Learning but less trendy..
Understanding deep learning requires rethinking generalization
https://www.reddit.com/.../MachineLearning/.../r_161103530_understanding_deep_learning_requires/
Nov 14, 2016 ... Yoshua Bengio (2/27/2014) .... by randomizing labels alone we can force the
generalization of a model to jump up considerably without changing the model,
its size, ... I wonder if SGD itself is a regularizer for deep nets?
Understanding deep learning requires rethinking generalization
www.shortscience.org/paper?bibtexKey=journals%2Fcorr%2F1611...
Nov 10, 2016 ... Key contributions * Deep neural networks easily fit random labels (achieving a
training error of 0 and a test error which is just randomly guessing ...
Understanding deep learning requires rethinking generalization. Chiyuan Zhang
and Samy Bengio and Moritz Hardt and Benjamin Recht and Oriol Vinyals