Faculty Organizers Anna Gilbert// Long Nguyen// Shuheng Zhou
Webmaster: Seyoung Park (pseyoung@umich.edu)
Schedule
| Week | Date | Topic | Papers | Presenter |
| 3 | Sept 15 | Introduction | ||
| 4 | Sept 22 | Introduction to Deep Learning | [list] [Tutorial] [book1 ] | Alexander Giessing |
| 5 | Sept 29 | TBD | TBD | Matus Telgarsky |
| 6 | Oct 6 | Unsupervised Learning by Deep Scattering Contractions | [MXS14] | Anna Gilbert |
| 7 | Oct 13 | TBD | TBD | TBD |
| 8 | Oct 20 | Playing Atari with Deep Reinforcement Learning | [VKD13] | Sardar Ansari |
| 9 | Oct 27 | TBD | TBD | Joseph Borja |
| 10 | Nov3 | An exact mapping between the Variational Renormalization Group and Deep Learning | TBD | Alexander Giessing, Seyoung Park |
| 11 | Nov10 | TBD | TBD | TBD |
| 12 | Nov17 | TBD | TBD | TBD |
| 13 | Nov 24 | TBD | TBD | TBD |
| 14 | Dec 1 | TBD | TBD | Shuheng Zhou |
References
| [MXS14] | Unsupervised learning by Deep Scattering Contractions Chen,M.X., Cheng,X., and Mallat,S. |
| [SM12] | Group Invariant Scattering Mallat,S. Communications on Pure and Applied Mathematics, Vol. LXV, 1331-1398(2012) |
| [BM13] | Invariant Scattering Convolution Networks Bruna,J and Mallat,S. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCES, VOL.35, NO.8. |
| [VKD13] | Playing Atari with Deep Reinforcement Learning Volodymyr Mnih et al. |
| [list] General reading list on deep learning |
| [Tutorial] Tutorial on deep learning |
| [book1 ] Deep Learning: Methods and Applications Li Deng and Dong Yu |
| [talk ] Talk by Andrew Ng on Deep Learning at the "Robotics: Science and Systems Conference 2014"(RSS2014) Andrew Ng |