Aug 2, 2015 
30 videos 
Deep Learning Summer School, Montreal 2015
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.
Visual features II
Sep 13, 2015 4392 views
Tutorial on Neural Network Optimization Problems
Sep 13, 2015 23986 views
NLP and Deep Learning 1: Human Language & Word Vectors
Sep 13, 2015 19418 views
Deep Learning (hopefully faster)
Sep 13, 2015 7104 views
Training Deep Neural Networks
Sep 13, 2015 24322 views
From Language Modelling to Machine Translation
Sep 13, 2015 7014 views
Deep Learning for Distribution Estimation
Sep 13, 2015 14165 views
Memory, Reading, and Comprehension
Sep 13, 2015 7267 views
Deep Learning 2
Sep 13, 2015 12178 views
Deep Generative Models
Sep 13, 2015 20225 views
Convolutional Networks
Sep 13, 2015 16959 views
Adversarial Examples
Sep 13, 2015 10981 views
Multilayer Neural Networks
Sep 13, 2015 10766 views
Multilayer Neural Networks
Sep 13, 2015 22811 views
Introduction to Machine Learning
Sep 13, 2015 83856 views
Visual features: From Fourier to Gabor
Sep 13, 2015 7774 views
Smooth, Finite, and Convex Optimization Deep Learning Summer School
Sep 13, 2015 7725 views
Learning to Compare
Sep 13, 2015 7214 views
NLP and Deep Learning 2: Compositional Deep Learning
Sep 13, 2015 9032 views
Deep NLP Recurrent Neural Networks
Sep 13, 2015 11831 views
Deep Learning
Sep 13, 2015 33027 views
Seeing People with Deep Learning
Sep 13, 2015 6352 views
Deep Learning:Theoretical Motivations
Sep 13, 2015 88804 views
Speech Recognition and Deep Learning
Sep 13, 2015 9388 views
Deep NLP Applications and Dynamic Memory Networks
Sep 13, 2015 9900 views
Non Smooth, Non Finite, and Non Convex Optimization
Sep 13, 2015 7614 views
On manifolds and autoencoders
Sep 13, 2015 13723 views
Variational Autoencoder and Extensions
Sep 13, 2015 18732 views
Stacks of Restricted Boltzmann Machines
Sep 13, 2015 10491 views
Undirected Graphical Models
Sep 13, 2015 11640 views