UFLDL Recommended Readings

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Advanced stuff:
Advanced stuff:
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* [http://cs.nyu.edu/~koray/publis/jarrett-iccv-09.pdf] Kevin Jarrett, Koray Kavukcuoglu, Marc'Aurelio Ranzato, and Yann LeCun, "What is the Best Multi-Stage Architecture for Object Recognition?", In ICCV 2009
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* Predictive Sparse Decomposition
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LeCun's "what is the best multi-stage architecture?" paper from CVPR.
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** [http://cs.nyu.edu/~koray/publis/koray-psd-08.pdf] Koray Kavukcuoglu, Marc'Aurelio Ranzato, and Yann LeCun, "Fast Inference in Sparse Coding Algorithms with Applications to Object Recognition", Computational and Biological Learning Lab, Courant Institute, NYU, 2008.
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* Linear Spatial Pyramid Matching using Sparse Coding for Image Classification, CVPR 2009  
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** [http://cs.nyu.edu/~koray/publis/jarrett-iccv-09.pdf] Kevin Jarrett, Koray Kavukcuoglu, Marc'Aurelio Ranzato, and Yann LeCun, "What is the Best Multi-Stage Architecture for Object Recognition?", In ICCV 2009
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Applications:
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* Object Recognition
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** [link] Linear Spatial Pyramid Matching using Sparse Coding for Image Classification, CVPR 2009
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* Audio Recognition
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** [http://www.cs.stanford.edu/people/ang/papers/nips09-AudioConvolutionalDBN.pdf] Unsupervised feature learning for audio classification using convolutional deep belief networks, Honglak Lee, Yan Largman, Peter Pham and Andrew Y. Ng. In NIPS*2009.
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NLP stuff:
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Natural Language Processing:
* Neural Language Model (Bengio, ~2003?)  Don't remember how readable this is.  If it's not,someone please take this out.
* Neural Language Model (Bengio, ~2003?)  Don't remember how readable this is.  If it's not,someone please take this out.
* Collobert and Weston, 2008  
* Collobert and Weston, 2008  

Revision as of 01:31, 1 March 2011

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