Deep Theories


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The Principles of Deep Learning Theory

The Principles Of Deep Learning Theory

This book develops an effective theory approach to understanding deep neural networks of practical relevance. Beginning from a first-principles component-level picture of networks, we explain how to determine an accurate description of the output of trained networks by solving layer-to-layer iteration equations and nonlinear learning dynamics. A main result is that the predictions of networks are described by nearly-Gaussian distributions, with the depth-to-width aspect ratio of the network controlling the deviations from the infinite-width Gaussian description. We explain how these effectively-deep networks learn nontrivial representations from training and more broadly analyze the mechanism of representation learning for nonlinear models. From a nearly-kernel-methods perspective, we find that the dependence of such models' predictions on the underlying learning algorithm can be expressed in a simple and universal way. To obtain these results, we develop the notion of representation group flow (RG flow) to c Jun 18, 2021 ... This book develops an effective theory approach to understanding deep neural networks of practical relevance. Beginning from a first-principles ... [ReadMore..]

Angiosomal Vascular Occlusions, Deep-Tissue Pressure Injuries ...

Angiosomal Vascular Occlusions, Deep-Tissue Pressure Injuries ...

Compression of the soft tissue between a support surface and a bony prominence has long been the accepted primary mechanism of pressure injury (PrI) formation, with the belief that said compression leads to capillary occlusion, ischemia, and tissue necrosis. This explanation presupposes an "outside- … Mar 1, 2021 ... Angiosomal Vascular Occlusions, Deep-Tissue Pressure Injuries, and Competing Theories: A Case Report. Adv Skin Wound Care. [ReadMore..]

On the Information Bottleneck Theory of Deep Learning | OpenReview

On The Information Bottleneck Theory Of Deep Learning | OpenReview

We show that several claims of the information bottleneck theory of deep learning are not true in the general case. In this work, we study the information bottleneck (IB) theory of deep learning, which makes three specific claims: first, that deep networks undergo two ... [ReadMore..]

Crisis actors, deep state, false flag: the rise of conspiracy theory ...

Crisis Actors, Deep State, False Flag: The Rise Of Conspiracy Theory ...

The idea that mass shooting victims and witnesses are hired performers serving a dark purpose has over the last decade migrated from the farthest margins of conspiracy media Feb 22, 2018 ... Crisis actors, deep state, false flag: the rise of conspiracy theory code words. The idea that mass shooting victims and witnesses are hired ... [ReadMore..]

A mathematical theory of semantic development in deep neural ...

A Mathematical Theory Of Semantic Development In Deep Neural ...

Over the course of development, humans learn myriad facts about items in the world, and naturally group these items into useful categories and structu... May 17, 2019 ... We address this question by mathematically analyzing the nonlinear dynamics of learning in deep linear networks. We find exact solutions to this ... [ReadMore..]

List of conspiracy theories - Wikipedia

List Of Conspiracy Theories - Wikipedia

Further information: Deep state in the United States, List of conspiracy theories promoted by Donald Trump, and QAnon. [ReadMore..]

Theories of the Deep Understanding of Things - Home | Facebook

Theories Of The Deep Understanding Of Things - Home | Facebook

Theories of the Deep Understanding of Things. 238,781 likes · 3,360 talking about this · 3 were here. Theories of the Deep Understanding Of Things™ (www.THEORIES-OF.tumblr.com) is a visual & audio web-magazine, consisting of contemporary & less contemporary ... [ReadMore..]

The Deep Grip of American Conspiracy Theories | The Takeaway ...

The Deep Grip Of American Conspiracy Theories | The Takeaway ...

The moon landing was faked. 9/11 was an inside job. In this age of alternative facts, conspiracy theories have a deep hold on America. Here's where it all began. The moon landing was faked. 9/11 was an inside job. In this age of alternative facts, conspiracy theories have a deep hold on America. [ReadMore..]

This Explains Everything: Deep, Beautiful, and Elegant Theories of ...

This Explains Everything: Deep, Beautiful, And Elegant Theories Of ...

This Explains Everything: Deep, Beautiful, and Elegant Theories of How the World Works (Edge Question Series) Buy This Explains Everything: Deep, Beautiful, and Elegant Theories of How the World Works (Edge Question Series) on Amazon.com ✓ FREE SHIPPING on ... [ReadMore..]

The Most Popular Conspiracy Theories in America

The Most Popular Conspiracy Theories In America

Area 51, the JFK assassination, sightings of Bigfoot: These have sparked some of the most popular conspiracy theories countrywide. Nov 11, 2020 ... QAnon is a baseless far-right conspiracy theory that claims President Donald Trump is secretly fighting a "deep state" cabal of satanic ... [ReadMore..]

COVID: Top 10 current conspiracy theories - Alliance for Science

COVID: Top 10 Current Conspiracy Theories - Alliance For Science

As the COVID-19 crisis worsens, the world also faces a global misinformation pandemic. Conspiracy theories that behave like viruses themselves are spreading just as rapidly online as SARS-CoV-2 does offline. Here are the top 10 conspiracy theories making the rounds. Blaming 5G This conspiracy theory should be easy to debunk: it is biologically impossible for […] Apr 20, 2020 ... Conspiracy theories that behave like viruses themselves are spreading ... Some believe that a “deep state” of America's elite is plotting to ... [ReadMore..]