| CS291K - Schedule | home | schedule | project |
| Weeks | Topics | Presenter | Notes | |
| Week 1 (03/28/2016) | Introduction/Classification | Please check slides from http://cs231n.stanford.edu/syllabus.html, and http://cs224d.stanford.edu/ | ||
| Week 1 (03/30/2016) | Classification II | |||
| Week 2 (04/6/2016) | Neural Network |
Fangqiu Han |
http://www.deeplearningbook.org/ |
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| Week 2 (04/6/2016) | Neural Network Training | Fangqiu Han | ||
| Week 3 (04/11/2016) | Convolutional Neural Networks |
Fangqiu Han | http://web.eecs.umich.edu/~honglak/icml09-ConvolutionalDeepBeliefNetworks.pdf | |
| Week 3 (04/13/2016) | Guest Talk | |||
| Week 4 (04/18/2016) | Understanding Convolution Neural Networks | Fangqiu Han | ||
| Week 4 (04/20/2016) | TensorFlow | Honglei Liu | ||
| Week 5 (04/25/2016) | Deep Learning | Fangqiu Han | Slides made from coursera and Deep learning tutorial in ICML 13' http://www.cs.nyu.edu/~yann/talks/lecun-ranzato-icml2013.pdf | |
| Week 5 (04/27/2016) | Recurrent Neural Networks | Semih Yavuz | Slides from second chapter of the tutorial, namely "Deep Learning for NLP without Magic", by Richard Socher: http://nlp.stanford.edu/courses/NAACL2013/NAACL2013-Socher-Manning-DeepLearning.pdf, and maybe introduce a recent paper "A Neural Network for Factoid Question Answering over Paragraphs" (http://cs.umd.edu/~miyyer/pubs/2014_qb_rnn.pdf) as a concrete work. | |
| Week 6 (05/2/2016) | Word2Vec, GloVe |
Yu Su |
Word2vec:
https://drive.google.com/file/d/0B7XkCwpI5KDYRWRnd1RzWXQ2TWc/edit Glove Video: https://www.youtube.com/watch?v=RyTpzZQrHCs&feature=youtu.be Another related tutorial: http://emnlp2014.org/tutorials/8_notes.pdf |
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| Week 6 (05/4/2016) | More word representations | Yu Su |
https://www.cs.ox.ac.uk/files/6605/aclVectorTutorial.pdf http://www.akbc.ws/2014/slides/weston-nips-akbc.pdf |
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| Week 7 (05/9/2016) | Neural Models with Memory/LSTM | Izzedine Gur | ||
| Week 7 (05/11/2016) | Recursive Neural Networks | Semih Yavuz | ||
| Week 8 (05/16/2016) | Midterm | Midterm will cover materials taught till (including) May 4. 90 minutes. | ||
| Week 8 (05/18/2016) | Question Answering | Izzedine Gur | ||
| Week 9 (05/23/2016) | Paraphrasing | Izzedine Gur | http://ir.hit.edu.cn/~zhaosq/paper/PA.pdf | |
| Week 9 (05/25/2016) | Project presentation/demo | |||
| Week 10 (05/30/2016) | Holiday | |||
| Week 10 (06/1/2016) | Project presentation/demo | |||
| Week 11 (06/8/2016) | No Class | Final report due |