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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4359 views

Deep Learning for Distribution Estimation
Sep 13, 2015
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14128 views

Tutorial on Neural Network Optimization Problems
Sep 13, 2015
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23615 views

Undirected Graphical Models
Sep 13, 2015
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11616 views

Deep Learning (hopefully faster)
Sep 13, 2015
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7073 views

Training Deep Neural Networks
Sep 13, 2015
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24296 views

From Language Modelling to Machine Translation
Sep 13, 2015
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6996 views

Memory, Reading, and Comprehension
Sep 13, 2015
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7242 views

Deep Learning 2
Sep 13, 2015
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12155 views

Deep Generative Models
Sep 13, 2015
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20193 views

Convolutional Networks
Sep 13, 2015
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16931 views

Adversarial Examples
Sep 13, 2015
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10954 views

Deep NLP Applications and Dynamic Memory Networks
Sep 13, 2015
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9873 views

Multilayer Neural Networks
Sep 13, 2015
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10748 views

Stacks of Restricted Boltzmann Machines
Sep 13, 2015
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10473 views

Multilayer Neural Networks
Sep 13, 2015
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22774 views

Introduction to Machine Learning
Sep 13, 2015
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83783 views

Visual features: From Fourier to Gabor
Sep 13, 2015
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7747 views

Smooth, Finite, and Convex Optimization Deep Learning Summer School
Sep 13, 2015
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7690 views

Learning to Compare
Sep 13, 2015
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7200 views

NLP and Deep Learning 2: Compositional Deep Learning
Sep 13, 2015
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9010 views

Deep NLP Recurrent Neural Networks
Sep 13, 2015
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11806 views

Variational Autoencoder and Extensions
Sep 13, 2015
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18638 views

NLP and Deep Learning 1: Human Language & Word Vectors
Sep 13, 2015
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19383 views

Deep Learning
Sep 13, 2015
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32983 views

Seeing People with Deep Learning
Sep 13, 2015
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6333 views

Deep Learning:Theoretical Motivations
Sep 13, 2015
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88642 views

Speech Recognition and Deep Learning
Sep 13, 2015
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9362 views

Non Smooth, Non Finite, and Non Convex Optimization
Sep 13, 2015
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7578 views

On manifolds and autoencoders
Sep 13, 2015
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13659 views