Monday, November 2, 2015

Convolutional Networks

https://en.wikipedia.org/wiki/Convolutional_neural_network
Convolutional Neural Networks (LeNet) http://deeplearning.net/tutorial/lenet.html#motivation
http://deeplearning.net/tutorial/gettingstarted.html#index-0
http://yann.lecun.com/exdb/lenet/

http://neuralnetworksanddeeplearning.com/chap6.html
Visualizing & Understanding Convolutional Network http://arxiv.org/pdf/1311.2901v3.pdf
http://deeplearning.net/software/theano/#download
http://deeplearning.net/software/theano/install.html#install
http://deeplearning.net/software/theano/install_windows.html#install-windows
Improving the way neural networks learn http://neuralnetworksanddeeplearning.com/chap3.html#overfitting_and_regularization
Tiled Convolutional Networks http://papers.nips.cc/paper/4136-tiled-convolutional-neural-networks.pdf

Rotation-invariant convolutional neural networks for galaxy
morphology prediction http://arxiv.org/pdf/1503.07077v1.pdf

Rotation-invariant convolutional neural networks for galaxy morphology prediction http://arxiv.org/abs/1503.07077


Understanding Neural Networks Through Deep Visualization http://yosinski.com/deepvis#toolbox
Visualizing what ConvNets learn http://cs231n.github.io/understanding-cnn/

Visualizing and Understanding Convolutional Networks https://courses.cs.washington.edu/courses/cse590v/14au/cse590v_dec5_DeepVis.pdf

DeepViz: Visualizing Convolutional Neural Networks for Image Classification http://vis.berkeley.edu/courses/cs294-10-fa13/wiki/images/f/fd/DeepVizPaper.pdf

Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps http://arxiv.org/pdf/1312.6034v2.pdf

Inverting Convolutional Networks with Convolutional Networks http://arxiv.org/pdf/1506.02753.pdf
Understanding Deep Image Representations by Inverting Them http://arxiv.org/pdf/1412.0035v1.pdf

Deep Neural Networks are Easily Fooled: High Confidence Predictions for Unrecognizable Images http://arxiv.org/pdf/1412.1897v4.pdf

Understanding Convolution in Deep Learning http://timdettmers.com/2015/03/26/convolution-deep-learning/ -> cool

Deep Learning in a Nutshell: Core Concepts http://devblogs.nvidia.com/parallelforall/deep-learning-nutshell-core-concepts/

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