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All you need is a good init [article]

Dmytro Mishkin, Jiri Matas
2016 arXiv   pre-print
Layer-sequential unit-variance (LSUV) initialization - a simple method for weight initialization for deep net learning - is proposed. The method consists of the two steps.  ...  Performance is evaluated on GoogLeNet, CaffeNet, FitNets and Residual nets and the state-of-the-art, or very close to it, is achieved on the MNIST, CIFAR-10/100 and ImageNet datasets.  ...  We have showed that the LSUV initialization, described fully in six lines of pseudocode, is as good as complex learning schemes which need, for instance, auxiliary nets.  ... 
arXiv:1511.06422v7 fatcat:no2qdu35mjfyjbdna2oh35wf6q

All You Need is Beyond a Good Init: Exploring Better Solution for Training Extremely Deep Convolutional Neural Networks with Orthonormality and Modulation [article]

Di Xie and Jiang Xiong and Shiliang Pu
2017 arXiv   pre-print
Deep neural network is difficult to train and this predicament becomes worse as the depth increases.  ...  Experiments show that our proposed solutions can achieve distinct improvements for a 44-layer and a 110-layer plain networks on both the CIFAR-10 and ImageNet datasets.  ...  In our opinion, a well-behaved initialization is not enough to resist the variation as learning progresses, which is to say, to have a good initial condition (e.g. isometry) cannot ensure the preferred  ... 
arXiv:1703.01827v3 fatcat:gytkobhut5arzi4solhbf3mlue

All You Need is Beyond a Good Init: Exploring Better Solution for Training Extremely Deep Convolutional Neural Networks with Orthonormality and Modulation

Di Xie, Jiang Xiong, Shiliang Pu
2017 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)  
Deep neural network is difficult to train and this predicament becomes worse as the depth increases.  ...  Experiments show that our proposed solutions can achieve distinct improvements for a 44-layer and a 110-layer plain networks on both the CIFAR-10 and ImageNet datasets.  ...  Great performance boost is observed in experiments.  ... 
doi:10.1109/cvpr.2017.539 dblp:conf/cvpr/XieXP17 fatcat:hqpl4thfsffqbnzdmmw3ww3sji

Page 283 of British and Foreign Evangelical Review Vol. 36, Issue 140 [page]

1887 British and Foreign Evangelical Review  
and all they need for their salvation—is to present only a  ...  It will be all in vain to point out to him the advantages and excellencies of “ right conduct.” The drowning man does not need to be assured that he would be much better out of the water than init.  ... 

Page 283 of American Journal of Philately Vol. 7, Issue [page]

1894 American Journal of Philately  
There is more science in building a good kitchen fire, or brewing a glass of good beer, than in all the stamp collecting in the world.  ...  A penny whistle, good people, whether you put it in a Russia-leather case or not, remains a penny whistle still. Is there any Money init? Now at last we haveit, Yes, thereis.  ... 

Page 352 of Guernsey Breeders' Journal Vol. 67, Issue 4 [page]

1945 Guernsey Breeders' Journal  
Inflation is always followed by depression. ceiling—you do your bit to force prices up all along the line. What can you do to head off another depression?  ...  Today, with fewer goods in But sensible folks know that with every needless purchase— _ the stores while incomes are high, the danger of inflation is or every time you patronize a black market or buy above  ... 

Boundary Spanners in Global Partnerships

Anne-Marie Søderberg, Laurence Romani
2017 Group & Organization Management  
We analyze vendor managers' narratives of their collaboration with a European client in a long-term project, which is presented as a strategic partnership in an outsourcing 3.0 mode.  ...  Western companies' outsourcing of projects to emergent markets is increasingly being replaced by strategic partnerships that require close collaboration between clients and vendors.  ...  Krishna and Pernille Bjørn within the context of the research project Next Generation Technologies and Processes for Global Software Development, a project financially supported by the Danish Council for  ... 
doi:10.1177/1059601117696618 fatcat:yedp6e2aazfhvod3lggmjdw6ja

First steps in Rivet

Antonio Silva
2020 Zenodo  
Rivet init( ) -By default there will be a lot of things inside the init(), for now you can delete most of the lines and keep only these: -FinalState is a projection in Rivet.  ...  You can choose any name, as long as it ends with .yoda -hepmc_PbPb_MB.hepmc is the simulation you are using in your analysis 13 What if I need a histogram that is not in HepData?  ...  If you are ready for a higher statistics run, commit your code and email Christine Nattrass (christine.nattrass@utk.edu) Day 5 -First results  ... 
doi:10.5281/zenodo.4313876 fatcat:75qyz3xqargx3go4hxmdafsmei

Page 383 of The National Magazine : An Illustrated Monthly Vol. 22, Issue 4 [page]

1905 The National Magazine : An Illustrated Monthly  
However, it is all over now and he need not serve up his indignation cold. You asked me on the 5th of May how it was with me.  ...  Business is a good thing to help keep one’s balance, but Nature is very strong, too. When you are sure a thing ought to be done, do it. Never fail there?  ... 

Page 597 of New McClure's Magazine Vol. 37, Issue 6 [page]

1911 New McClure's Magazine  
“You'll hear a good deal of talk inside the college, and out of it too, about the system. It has its faults. But it’s the best system there is, and it makes Yale what it is to-day.  ...  Now, Stover, you’re going to have a chance at something big on the football side; but that is not all. You might make captain of the eleven and miss out on a senior election.  ... 

Page 361 of Civil Engineering Vol. 3, Issue 6 [page]

1933 Civil Engineering  
Am tw York ffice, all s in com organiza products ber, esti les pro sponsible ROAD is only as good as the structure that drains it.  ...  An inspection of your roads, or a few minutes spent with the Truth Book, will show you the facts — just what is needed, and that Armco Paved Invert Culverts meet the need.  ... 

Page 181 of Engineering and Mining Journal Vol. 158, Issue 5 [page]

1957 Engineering and Mining Journal  
Use it where you need unusual toughness and resistance to impact abrasion at low temperatures. .. where you need good high-temperature strength combined with toughness and resistance to abrasion.  ...  Where can you use USS “T-1" Steel? Consider USS ““T-1” Steel where you need an unusually high strength-to- weight ratio.  ... 

Page 651 of Virginia Medical Quarterly : VMQ Vol. 100, Issue 7 [page]

1973 Virginia Medical Quarterly : VMQ  
The renewing head of the medical patient will need a body that is new and capable of keeping up, absorbing, and utilizing the good changes of need, in medicine today.  ...  In a true sense, this is a direct challenge to all who engage directly or indirectly in patient care.  ... 

Good Practices for Documenting Copyright and License Information in your Software

Tobias Schlauch
2022 Zenodo  
After you have clarified the target license of your software, you need to ensure that this information is properly documented.  ...  But what aspects do you need to consider and how can you achieve it in an efficient way?  ...  Make sure that every code that you use is covered by a license! Take care when combining code under different licenses! Minimal License Checklist 1.  ... 
doi:10.5281/zenodo.6545935 fatcat:m7ljbn37g5enrnh7yjeue6bmiq

Page 819 of The Congregationalist and Herald of Gospel Liberty Vol. 89, Issue 24 [page]

1904 The Congregationalist and Herald of Gospel Liberty  
If you find a man taking especial pride in any trait of his character, plum- ing himself on the possession of any quality, you almost always find that that is the particular thing from which he needs to  ...  There are many good men and women in the South who see this and will do what they can; but it is a task too heavy for them, it demands the united wisdom and devotion of all who love humanity.  ... 
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