Recurrent Neural Networks |

Instructor


Xavier Giro-i-Nieto (XG)

(to be added)

Andrej Karpathy, “The Unreasonable Effectiveness of Recurrent Neural Networks”
Zheng, Shuai, Sadeep Jayasumana, Bernardino Romera-Paredes, Vibhav Vineet, Zhizhong Su, Dalong Du, Chang Huang, and Philip HS Torr. “Conditional random fields as recurrent neural networks.” In Proceedings of the IEEE International Conference on Computer Vision, pp. 1529-1537. 2015.
Le, Quoc V., Navdeep Jaitly, and Geoffrey E. Hinton. “A simple way to initialize recurrent networks of rectified linear units.” arXiv preprint arXiv:1504.00941 (2015). [code]
Karpathy, Andrej, Justin Johnson, and Fei-Fei Li. “Visualizing and understanding recurrent networks.” ICLR 2016.
Oord, Aaron van den, Nal Kalchbrenner, and Koray Kavukcuoglu. “Pixel recurrent neural networks.” arXiv preprint arXiv:1601.06759 (2016).
Wang, Jiang, Yi Yang, Junhua Mao, Zhiheng Huang, Chang Huang, and Wei Xu. “CNN-RNN: A Unified Framework for Multi-label Image Classification.” CVPR 2016.