Deep Learning Summer School, Montreal 2015
30 Videos · Aug 2, 2015
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
Deep Learning:Theoretical Motivations
Sep 13, 2015
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88460 views
Introduction to Machine Learning
Sep 13, 2015
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83739 views
Deep Learning for Distribution Estimation
Sep 13, 2015
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14112 views
Variational Autoencoder and Extensions
Sep 13, 2015
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18603 views
Speech Recognition and Deep Learning
Sep 13, 2015
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9347 views
Learning to Compare
Sep 13, 2015
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7192 views
Seeing People with Deep Learning
Sep 13, 2015
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6323 views
Smooth, Finite, and Convex Optimization Deep Learning Summer School
Sep 13, 2015
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7673 views
Deep Learning
Sep 13, 2015
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32939 views
Visual features: From Fourier to Gabor
Sep 13, 2015
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7739 views
NLP and Deep Learning 1: Human Language & Word Vectors
Sep 13, 2015
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19362 views
Multilayer Neural Networks
Sep 13, 2015
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22761 views
Multilayer Neural Networks
Sep 13, 2015
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10736 views
Stacks of Restricted Boltzmann Machines
Sep 13, 2015
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10465 views
Deep NLP Applications and Dynamic Memory Networks
Sep 13, 2015
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9864 views
Adversarial Examples
Sep 13, 2015
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10926 views
Tutorial on Neural Network Optimization Problems
Sep 13, 2015
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23467 views
Deep NLP Recurrent Neural Networks
Sep 13, 2015
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11798 views
NLP and Deep Learning 2: Compositional Deep Learning
Sep 13, 2015
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8996 views
Visual features II
Sep 13, 2015
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4343 views
Convolutional Networks
Sep 13, 2015
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16919 views
Deep Generative Models
Sep 13, 2015
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20165 views
On manifolds and autoencoders
Sep 13, 2015
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13621 views
Deep Learning 2
Sep 13, 2015
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12141 views
Memory, Reading, and Comprehension
Sep 13, 2015
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7228 views
Undirected Graphical Models
Sep 13, 2015
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11600 views
Non Smooth, Non Finite, and Non Convex Optimization
Sep 13, 2015
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7558 views
From Language Modelling to Machine Translation
Sep 13, 2015
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6989 views
Training Deep Neural Networks
Sep 13, 2015
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24286 views
Deep Learning (hopefully faster)
Sep 13, 2015
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7063 views