https://github.com/emptyflash/neuralnet_resources

List of resources I found useful when learning about Neural Networks
https://github.com/emptyflash/neuralnet_resources

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List of resources I found useful when learning about Neural Networks

• Host: GitHub
• URL: https://github.com/emptyflash/neuralnet_resources
• Owner: emptyflash
• Created: 2015-08-09T05:33:53.000Z (about 9 years ago)
• Default Branch: master
• Last Pushed: 2017-05-23T15:45:10.000Z (over 7 years ago)
• Last Synced: 2023-04-01T08:35:16.228Z (over 1 year ago)
• Homepage:
• Size: 2.93 KB
• Stars: 0
• Watchers: 0
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
Neural Network Resources

========================

Learning

--------

[Neural Networks for Machine Learning](https://class.coursera.org/neuralnets-2012-001/lecture) by Geoffrey Hinton on coursera

[Neural Networks Demystified](https://www.youtube.com/playlist?list=PL5t4_3NCwW7fgzk4FI3h1PdFxlHcyitxR) by Stephen Welch

([Associated iPythonNotebook](http://nbviewer.ipython.org/github/stephencwelch/Neural-Networks-Demysitifed/tree/master/))

[Who is Afraid of Non-Convex Loss Functions?](http://videolectures.net/eml07_lecun_wia/) by Yann LeCun

[Understanding LSTM Networks](http://colah.github.io/posts/2015-08-Understanding-LSTMs/) by Christopher Olah ([@colah](https://github.com/colah/))

Implementation

--------------

[Setting up simple network in Python with numpy](http://peterroelants.github.io/posts/neural_network_implementation_part01/) by Peter Roelants

[Theano tutorial](http://deeplearning.net/software/theano/tutorial/index.html)

[Lasagne tutorial](http://lasagne.readthedocs.org/en/latest/user/tutorial.html)

[Lasagne recipies](https://github.com/Lasagne/Recipes) (Great examples of how to do more complex stuff with Lasagne)

### Advanced

[Galaxy Classification example](http://benanne.github.io/2014/04/16/galaxy-zoo-code.html) by Sander Dieleman

[Plankton Classification example](http://benanne.github.io/2015/03/17/plankton.html) by Sander Dieleman

Optimizing networks with [the GPU](http://benanne.github.io/2014/04/03/faster-convolutions-in-theano.html) and [Fast Fourier Transformations](http://benanne.github.io/2014/05/12/fft-convolutions-in-theano.html)

[Composting Music with Recurrent Neural Networks](http://www.hexahedria.com/2015/08/03/composing-music-with-recurrent-neural-networks/)

[Detecting diabetic retinopathy in eye images](http://jeffreydf.github.io/diabetic-retinopathy-detection/)