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June 2008

DeepLearningWorkshopNIPS2007 < Public < TWiki

by ogrisel (via)
Theoretical results strongly suggest that in order to learn the kind of complicated functions that can represent high-level abstractions (e.g. in vision, language, and other AI-level tasks), one may need "deep architectures", which are composed of multiple levels of non-linear operations (such as in neural nets with many hidden layers). Searching the parameter space of deep architectures is a difficult optimization task, but learning algorithms (e.g. Deep Belief Networks) have recently been proposed to tackle this problem with notable success, beating the state-of-the-art in certain areas. This workshop is intended to bring together researchers interested in the question of deep learning in order to review the current algorithms' principles and successes, but also to identify the challenges, and to formulate promising directions of investigation. Besides the algorithms themselves, there are many fundamental questions that need to be addressed: What would be a good formalization of deep learning? What new ideas could be exploited to make further inroads to that difficult optimization problem? What makes a good high-level representation or abstraction? What type of problem is deep learning appropriate for? The workshop presentation page show selected links to relevant papers (PDF) on the topic.

Wedding Ideas

by yuyudhar
Free unique popular inexpensive discount printable elegant 10th 15th 25th 50th wedding theme card invitation sayings wording basket gift favor shower candy dress gown cake flower rose arrangement tiara photo web-site destination beach winter fall modern traditional party reception decoration ideas

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May 2008

Pistachio Consulting Inc. » Three Quick Tips

by evaschetti
1. Present your ideas, NOT your slides. 2. Speak. To people. 3. “Which Means That.”

April 2008

March 2008

Print I Think You're Fat

by springnet
Radical Honesty. The movement was founded by a sixty-six-year-old Virginia-based psychotherapist named Brad Blanton. He says everybody would be happier if we just stopped lying. Tell the truth, all the time. This would be radical enough -- a world without

Daily Idea

by springnet
There are many schools of thought when it comes to getting rich. And our cracked staff of researchers at The Daily Idea flunked out of four of them. But they’re still qualified to survey the landscape of trust fund babies, over-paid celebs and lotto win

Voodoo Ventures - Idea Fuel Blog

by springnet
’ve got 99 friends on Facebook but I hear from Jason Calacanis more than anyone. He has turned Facebook into a marketing platform for his human-powered search engine, Mahalo. And he doesn’t pay Facebook a dime for this primo branding opportunity.

February 2008

Behance :: Overall Concept

by springnet
The Behance team studies exceptionally productive people and teams working in the creative fields. We document the methods and resources that productive creative professionals use to push their ideas forward. By invitation only.

January 2008

December 2007

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