Deep Learning Summer School, Montreal 2015
30 Lectures · 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.
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Uploaded videos:
Introduction to Machine Learning
Sep 13, 2015
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83669 Views
Deep Learning:Theoretical Motivations
Sep 13, 2015
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Multilayer Neural Networks
Sep 13, 2015
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Training Deep Neural Networks
Sep 13, 2015
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Multilayer Neural Networks
Sep 13, 2015
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10722 Views
Deep Learning for Distribution Estimation
Sep 13, 2015
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14100 Views
Undirected Graphical Models
Sep 13, 2015
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11592 Views
Stacks of Restricted Boltzmann Machines
Sep 13, 2015
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10460 Views
On manifolds and autoencoders
Sep 13, 2015
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13565 Views
Visual features: From Fourier to Gabor
Sep 13, 2015
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7728 Views
Convolutional Networks
Sep 13, 2015
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Learning to Compare
Sep 13, 2015
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7185 Views
NLP and Deep Learning 1: Human Language & Word Vectors
Sep 13, 2015
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19343 Views
Seeing People with Deep Learning
Sep 13, 2015
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6319 Views
NLP and Deep Learning 2: Compositional Deep Learning
Sep 13, 2015
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8985 Views
Deep Learning
Sep 13, 2015
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Speech Recognition and Deep Learning
Sep 13, 2015
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9334 Views
Deep Learning 2
Sep 13, 2015
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12123 Views
Tutorial on Neural Network Optimization Problems
Sep 13, 2015
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23304 Views
Deep Learning (hopefully faster)
Sep 13, 2015
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7055 Views
Adversarial Examples
Sep 13, 2015
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10909 Views
From Language Modelling to Machine Translation
Sep 13, 2015
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Deep NLP Recurrent Neural Networks
Sep 13, 2015
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11793 Views
Memory, Reading, and Comprehension
Sep 13, 2015
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7218 Views
Deep NLP Applications and Dynamic Memory Networks
Sep 13, 2015
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9856 Views
Smooth, Finite, and Convex Optimization Deep Learning Summer School
Sep 13, 2015
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Visual features II
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Non Smooth, Non Finite, and Non Convex Optimization
Sep 13, 2015
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7537 Views
Variational Autoencoder and Extensions
Sep 13, 2015
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18495 Views
Deep Generative Models
Sep 13, 2015
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20152 Views