|
週次 |
日期 |
單元主題 |
|
第1週 |
9/12 |
101 教室上課。 Chapter 1 + Chapter 2
請修課的同學到場簽名 |
|
第2週 |
9/19 |
Chapter 4
MLP + NetTalk |
|
第3週 |
9/26 |
Chapter 4 + MLP + NetTalk + portion of Chapter 5 |
|
第4週 |
10/03 |
rest of Chapter 5 MLP kernel
Tiling algorithm code and .ppt in NN/ website
Boltzmann machine
https://www.csie.ntu.edu.tw/~cyliou/red/publications/ICONIP2008/ICONIP2008_86_ppt.pdf
https://www.csie.ntu.edu.tw/~cyliou/red/publications/ICONIP2008/ICONIP2008_87_ppt.pdf |
|
第5週 |
10/10 |
no class |
|
第6週 |
10/17 |
more on tiling algorithm + SIR kernel + MLP tree + Chapter 3&4&5
restricted Boltzmann machine + Hinton's deep learning |
|
第7週 |
10/24 |
Reinforcement learning
Neuronlike adaptive elements that can solve difficult learning control problems
AG Barto, RS Sutton, CW Anderson
IEEE transactions on systems, man, and cybernetics, 834-846, 1983 |
|
第8週 |
10/31 |
Reinforcement learning |
|
第9週 |
11/07 |
Elman network
Elman, Jeffrey L. (1990). "Finding structure in time." Cognitive Science, 14, pp. 179-211
Autoencoder for words, 2014
https://www.lsv.uni-saarland.de/fileadmin/teaching/seminars/ASR-2015/DL-Seminar/Autoencoder_for_Words.pdf |
|
第10週 |
11/14 |
Elman networks
Segmentation of DNA Using Simple Recurrent Neural Network,
https://www.sciencedirect.com/science/article/abs/pii/S0950705111002024 |
|
第11週 |
11/21 |
Self-organizing map
http://www.cis.hut.fi/somtoolbox/theory/somalgorithm.shtml
https://sci2s.ugr.es/keel/pdf/algorithm/articulo/1990-Kohonen-PIEEE.pdf |
|
第12週 |
11/28 |
Self-organizing map
|
|
第13週 |
12/05 |
Hopfield network
Chapter 6
https://www.csie.ntu.edu.tw/~cyliou/red/NN/Classinfo/classinfo.html
plus
https://www.csie.ntu.edu.tw/~cyliou/red/ |
|
第14週 |
12/12 |
Hopfield network
Chapter 6 plus
https://www.csie.ntu.edu.tw/~cyliou/red/ |
|
第15週 |
12/19 |
SIR-SOM in Chapter 5
https://www.csie.ntu.edu.tw/~cyliou/red/publications/ICONIP2008/ICONIP2008_86_ppt.pdf
SOM application-pattern recognition
J.10. Cheng-Yuan Liou and Hsin-Chang Yang (1996). Handprinted character recognition based on spatial topology distance measurement. IEEE Trans. on Pattern Analysis and Machine Intelligence, vol.18, no.9, pages 941-945. SCI&EI, tutorial package, usage
https://www.csie.ntu.edu.tw/~cyliou/red/hcr_std/usage.html |
|
第16週 |
12/26 |
More on Chapter 5 (Supplementary material ppt)
https://www.csie.ntu.edu.tw/~cyliou/red/publications/2017/Loading%20Discriminative%20Feature%20Representations%20in%20Hidden%20Layer.pdf
Complexity
Structure sensitive complexity for symbol-free sequences
https://applied-informatics-j.springeropen.com/articles/10.1186/s40535-015-0011-9
DNA complexity
https://www.hindawi.com/journals/cmmm/2013/628036/
|
|
第17週 |
1/02 |
課堂測驗 |