Deep Learning

Deep Learning Intro by Nando de Freitas

Convnets

• in Theano

• class note by justin johnson

• Blog by Denny Britz

Back-propagation by Andrew Ng

Framesworks

• Theano

• Tensorflow

• Keras

• Lasagne

Generative Models

• Neural Style Transfer

• Random Nets

• Adversarial Nets

• Neural Doodle

• Random Generative Nets

• CNN textures (inclusive sound examples)

Deconvolution

DeconvNets

Applications

Causality

Introduction to Causality Lecture Notes

Kaggle challenge "Cause and Effect"

Cause-effect datasets

Music representation

• Downsampling a signal on the example of MP3

• What is MP3 by the developers themselves

• Signal Downsampling

• Sample rate estimation

Get GPU cluster computation up and running

• DAS-4 "how to" document