About
Deep neural networks that learn to represent data in multiple layers of increasing abstraction have dramatically improved the state-of-the-art for speech recognition, object recognition, object detection, predicting the activity of drug molecules, and many other tasks. Deep learning discovers intricate structure in large datasets by building distributed representations, either via supervised, unsupervised or reinforcement learning.
The Deep Learning Summer School 2015 is aimed at graduate students and industrial engineers and researchers who already have some basic knowledge of machine learning (and possibly but not necessarily of deep learning) and wish to learn more about this rapidly growing field of research.
Videos
Visual features II
Sep 13, 2015
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4395 views
Tutorial on Neural Network Optimization Problems
Ian Goodfellow
Sep 13, 2015
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23997 views
NLP and Deep Learning 1: Human Language & Word Vectors
Christopher Manning
Sep 13, 2015
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19421 views
Deep Learning (hopefully faster)
Adam Coates
Sep 13, 2015
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7105 views
Training Deep Neural Networks
Hugo Larochelle
Sep 13, 2015
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24324 views
From Language Modelling to Machine Translation
Phil Blunsom
Sep 13, 2015
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7015 views
Deep Learning for Distribution Estimation
Hugo Larochelle
Sep 13, 2015
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14168 views
Memory, Reading, and Comprehension
Phil Blunsom
Sep 13, 2015
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7267 views
Deep Learning 2
Ruslan Salakhutdinov
Sep 13, 2015
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12179 views
Deep Generative Models
Yoshua Bengio
Sep 13, 2015
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20228 views
Convolutional Networks
Honglak Lee
Sep 13, 2015
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16963 views
Adversarial Examples
Ian Goodfellow
Sep 13, 2015
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10982 views
Multilayer Neural Networks
Léon Bottou
Sep 13, 2015
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10766 views
Multilayer Neural Networks
Léon Bottou
Sep 13, 2015
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22814 views
Introduction to Machine Learning
Pascal Vincent
Sep 13, 2015
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83859 views
Visual features: From Fourier to Gabor
Roland Memisevic
Sep 13, 2015
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7776 views
Smooth, Finite, and Convex Optimization Deep Learning Summer School
Mark Schmidt
Sep 13, 2015
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7725 views
Learning to Compare
Graham Taylor
Sep 13, 2015
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7216 views
NLP and Deep Learning 2: Compositional Deep Learning
Christopher Manning
Sep 13, 2015
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9033 views
Deep NLP Recurrent Neural Networks
Richard Socher
Sep 13, 2015
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11834 views
Deep Learning
Ruslan Salakhutdinov
Sep 13, 2015
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33029 views
Seeing People with Deep Learning
Graham Taylor
Sep 13, 2015
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6354 views
Deep Learning:Theoretical Motivations
Yoshua Bengio
Sep 13, 2015
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88817 views
Speech Recognition and Deep Learning
Adam Coates
Sep 13, 2015
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9390 views
Deep NLP Applications and Dynamic Memory Networks
Richard Socher
Sep 13, 2015
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9900 views
Non Smooth, Non Finite, and Non Convex Optimization
Mark Schmidt
Sep 13, 2015
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7614 views
On manifolds and autoencoders
Pascal Vincent
Sep 13, 2015
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13727 views
Variational Autoencoder and Extensions
Aaron Courville
Sep 13, 2015
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18735 views
Stacks of Restricted Boltzmann Machines
Honglak Lee
Sep 13, 2015
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10495 views
Undirected Graphical Models
Aaron Courville
Sep 13, 2015
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11644 views