Difference between revisions of "Resources"

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==Neural Network Learning==
 
==Neural Network Learning==
 
*Textbooks
 
*Textbooks
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** Neural network basics
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** [http://www.deeplearningbook.org/ Deep Learning by Ian Goodfellow, Yoshua Bengio, and Aaron Courville]
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***
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** [http://neuralnetworksanddeeplearning.com/ Michael Nielson's Neural Networks and Deep Learning online book.]
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** Deep learning
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***
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*Websites  
 
*Websites  
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**
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** [https://www.facebook.com/groups/DeepNetGroup/ Waikit Lau and Arthur Chan's Artificial Intelligence and Deep Learning (AIDL) Facebook group] and [https://www.facebook.com/groups/DeepNetGroup/permalink/385843868475168/ FAQ]
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** [http://yerevann.com/a-guide-to-deep-learning/ A Guide to Deep Learning by YerevaNN Labs]
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** [http://p.migdal.pl/2017/04/30/teaching-deep-learning.html Piotr Migdał's Learning Deep Learning with Keras]
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** [http://aiplaybook.a16z.com/docs/reference/links a16z team's reference links]
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** [http://cs231n.github.io/convolutional-networks/ Stanford's CS 231n Convolutional Networks course website]
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** various Wikipedia pages concerning [https://en.wikipedia.org/wiki/Artificial_neural_network artificial neural networks]
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*Online Courses
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** [https://www.coursera.org/learn/machine-learning Andrew Ng's Machine Learning course]
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** [https://www.coursera.org/learn/neural-networks Geoffrey Hinton's Neural Networks for Machine Learning course]
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** [http://www.dmi.usherb.ca/~larocheh/neural_networks Hugo Larochelle's graduate-level online Neural Network course]
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** [https://medium.freecodecamp.org/dive-into-deep-learning-with-these-23-online-courses-bf247d289cc0 David Venturi's list of Deep Learning online courses]
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** [http://thegrandjanitor.com/2016/08/15/learning-deep-learning-my-top-five-resource/ Arthur Chan's top 5]
 
*Software
 
*Software
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**
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** [https://www.tensorflow.org/ TensorFlow] and [https://keras.io/ Keras]
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** [https://github.com/Microsoft/cntk Microsoft Cognitive Toolkit (CNTK)]
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** [https://github.com/Theano/Theano Theano]
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** [http://torch.ch/ Torch] and [http://pytorch.org/ PyTorch])
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** [http://caffe.berkeleyvision.org/ Caffe]
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** [http://mxnet.io/ MXNet]
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** [https://deeplearning4j.org/ DeepLearning4J]
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** [https://en.wikipedia.org/wiki/Comparison_of_deep_learning_software Comparison of deep learning software] and [https://twitter.com/fchollet/status/852194634470223873 April 2017 popularity metrics]
 
*Hardware
 
*Hardware
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**
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** [http://timdettmers.com/2017/04/09/which-gpu-for-deep-learning Tim Dettmers' GPU comparison study]
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** [https://d4datascience.wordpress.com/2017/05/06/setting-up-a-gpu-based-deep-learning-machine/ Ved's d4datascience blog entry on setting up a GPU-based deep learning machine]

Revision as of 15:07, 24 July 2017

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Neural Network Learning

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