Monday, September 22, 2014

Recurrent Neural Networks + AISTATS 2010

  • Recurrent-Neural Networks [X]
  • Unsupervised + Supervised [JW]
    • Erhan, Courville, Bengio, Vincent. Why does unsupervised pre-training help deep learning?. AISTATS 2010 [PDF]

Sunday, September 14, 2014

Supervised Learning

Supervised Learning
  • Convolutional Networks (MNIST) [I]
    • Handwritten digit recognition with a back-propagation network, Y. LeCun, B. Boser, J. S. Denker, D. Henderson, R. E. Howard, W. Hubbard and L. D. Jackel (NIPS 1989) [PDF]
  • Alex NET (ImageNet Challenge) [I]
    • A. Krizhevsky, I. Sutskever, and G. E. Hinton. ImageNet classification with deep convolutional neural networks. In NIPS 2012. [PDF]
  • Visualizing Deep Networks [D]