Wikipedia
Deep Learning

a set of algorithms in machine learning that attempt to model high-level abstractions in data by using architectures composed of multiple non-linear transformations. Deep learning is part of a broader family of machine learning methods based on learning representations of data.

One of the promises of deep learning is replacing handcrafted features with efficient algorithms for unsupervised or semi-supervised feature learning and hierarchical feature extraction

With Deep Learning, Ng says, you just give the system a lot of data ‘so it can discover by itself what some of the concepts in the world are.’(cf.)

One of the promises of deep learning is replacing handcrafted features with efficient algorithms for unsupervised or semi-supervised feature learning and hierarchical feature extraction

With Deep Learning, Ng says, you just give the system a lot of data ‘so it can discover by itself what some of the concepts in the world are.’(cf.)

33 Documents (Long List)

- Theories of Deep Learning (STATS 385)

2017-11-09 - Theories of Deep Learning by Hatef Monajemi | Research Project on ResearchGate

2017-11-09 - What product breakthroughs will recent advances in deep learning enable? - Quora

Eric Jang, Research Engineer at Google Brain

2017-10-03 - WildML – Artificial Intelligence, Deep Learning, and NLP

2017-09-26 - Neural networks and deep learning

free online book

2017-09-12 - What should I do to increase my skills in deep learning? - Quora

2017-08-16 - Heroes of Deep Learning: Andrew Ng interviews Geoffrey Hinton - YouTube

"A thought is just a big vector of neural activity" - not a symbolic expression

2017-08-16 - Google's neural networks invent their own encryption | New Scientist

2016-11-06 - The Extraordinary Link Between Deep Neural Networks and the Nature of the Universe

Nobody understands why deep neural networks are so good at solving complex problems. Now physicists say the secret is buried in the laws of physics.

2016-09-11 - Computational Linguistics and Deep Learning

2016-09-10 - Stacked Approximated Regression Machine: A Simple Deep Learning Approach

This paper seems too good to be true! They can train a VGG-like net VERY quickly to good accuracy, without backprop.

2016-09-03 - One Genius’ Lonely Crusade to Teach a Computer Common Sense | WIRED

2016-03-27 - Introduction to Deep Neural Networks - Deeplearning4j: Open-source, distributed deep learning for the JVM

2016-02-13 - Software links « Deep Learning

2016-01-12 - 10 Free Deep Learning Tools - Butler Analytics

2016-01-12 - Colorizing Black and White Photos with deep learning

2016-01-09 - Deeplearning4j - Open-source, distributed deep learning for the JVM

2016-01-03 - Attention and Memory in Deep Learning and NLP – WildML

2016-01-03 - Facebook’s open-sourcing of AI hardware is the start of the deep-learning revolution | Ars Technica

2015-12-22 - Talk: Memory-based Bayesian Reasoning and Deep Learning ← The Spectator

2015-11-20 - Autograd for Torch

new framework for simplifying deep learning research: autograd for Torch

2015-11-07 - Deep Learning, NLP, and Representations - colah's blog

2015-10-16 - Deep Learning Machine Teaches Itself Chess in 72 Hours, Plays at International Master Level | MIT Technology Review

Giraffe: Using Deep Reinforcement Learning to Play Chess

2015-09-15 - IBM's 'Rodent Brain' Chip Could Make Our Phones Hyper-Smart | WIRED

2015-08-18 - Random Ponderings: A Brief Overview of Deep Learning

2015-01-15 - ConvNetJS: Deep Learning in your browser

ConvNetJS is a Javascript library for training Deep Learning models (mainly Neural Networks) entirely in your browser

2014-12-31 - Bay Area Vision Meeting: Unsupervised Feature Learning and Deep Learning - YouTube

Lessons from neuroscience: one algorithm for all kinds of learning

Looking for better representations of the input (features)

Feature learning via sparse coding (sparse linear combinations. Edge detection, quantitatively similar to primary visual cortex)

Then learning features hierarchies (several layers. "sparse DBN" "deep belief nets")

Scaling see 25'07 (algos) ; using GPUs

Learning recursive representations. "Generic" hierarchies on text doesn't make sense; learn feature vector that represent sentences

2014-10-06 - Do Deep Nets Really Need to be Deep?

2014-10-06 - AlchemyAPI rolls out deep-learning-based computer vision as a service — Tech News and Analysis

2014-05-14 - DARPA is working on its own deep-learning project for natural-language processing — Tech News and Analysis

2014-05-10 - An Introduction to Deep Learning (in Java): From Perceptrons to Deep Networks | Toptal

2014-03-28 - Plumbing The Depths Of Deep Learning - Semanticweb.com

2014-03-07 - Scientists See Advances in Deep Learning, a Part of Artificial Intelligence - NYTimes.com

A voice recognition program translated a speech given by Richard F. Rashid, Microsoft’s top scientist, into Mandarin Chinese.

2012-11-30

Properties

- sl:creationDate : 2012-11-30
- sl:creationTime : 2012-11-30T22:49:11Z
- sl:describedBy : https://en.wikipedia.org/wiki/Deep_learning
- rdf:type : sl:Tag
- skos:prefLabel : Deep Learning