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magistraleinformatica:eln:start [15/12/2016 alle 08:05 (7 anni fa)]
Giuseppe Attardi [Corsi affini] |
magistraleinformatica:eln:start [11/04/2017 alle 13:58 (7 anni fa)]
Giuseppe Attardi [Related Courses] |
| | 1/12/2016 | Dependency Parsing ({{:magistraleinformatica:eln:esslli4.pdf|Graph Based }})| | | | 1/12/2016 | Dependency Parsing ({{:magistraleinformatica:eln:esslli4.pdf|Graph Based }})| | |
| | 2/12/2016 | Sentiment Analysis{{:magistraleinformatica:eln:13-opinionmining.ppt|}} | | | | 2/12/2016 | Sentiment Analysis{{:magistraleinformatica:eln:13-opinionmining.ppt|}} | | |
| | | State of the Art in Sentiment Analysis of Tweets [[http://www.saifmohammad.com/WebDocs/web-Atlanta-Talk-SemEval2013-Sentiment.pdf|NRC Canada at SemEval 2013]] | | | |
| | | Deep Learning [[http://nlp.stanford.edu/courses/NAACL2013/NAACL2013-Socher-Manning-DeepLearning.pdf|Deep Learning Tutorial at NAACL 2013]] | [[https://github.com/jdwittenauer/ipython-notebooks/tree/master/notebooks|ML Course by Andrew Ng]]| | | | Deep Learning [[http://nlp.stanford.edu/courses/NAACL2013/NAACL2013-Socher-Manning-DeepLearning.pdf|Deep Learning Tutorial at NAACL 2013]] | [[https://github.com/jdwittenauer/ipython-notebooks/tree/master/notebooks|ML Course by Andrew Ng]]| |
| | | Deep Learning for NLP {{:magistraleinformatica:eln:deepnl.pptx| DL and the DeepNL Library}} | | | | | Deep Learning for NLP {{:magistraleinformatica:eln:deepnl.pptx| DL and the DeepNL Library}} | | |
| | 15/12/2016 | Machine Translation ({{:magistraleinformatica:eln:13-smt.ppt|MT}}) | | | | 15/12/2016 | Machine Translation ({{:magistraleinformatica:eln:13-smt.ppt|MT}}) ({{:magistraleinformatica:eln:14-smt.ppt|PBMT}})| | |
| | | Phrase Based Statistical Machine Translation ({{:magistraleinformatica:eln:14-smt.ppt|PBMT}})| | | | | PB SMT ({{:magistraleinformatica:eln:phrase-model.pdf|Phrase Tables}}, {{:magistraleinformatica:eln:phrase-decoding.pdf|Decoding}}, {{:magistraleinformatica:eln:evaluation.pdf|Evaluation}}) | | |
| | | 16/12/2016 | {{:magistraleinformatica:eln:universaldependencies.ppt| Universal Dependencies}} | | |
| | | | State of the Art in Sentiment Analysis of Tweets [[http://www.saifmohammad.com/WebDocs/web-Atlanta-Talk-SemEval2013-Sentiment.pdf|NRC Canada at SemEval 2013]] | | |
| | | Relation Extraction {{:magistraleinformatica:eln:12-relextraction.ppt|}} | | | | | Relation Extraction {{:magistraleinformatica:eln:12-relextraction.ppt|}} | | |
| | | {{:magistraleinformatica:eln:tsunamidlovernlp.pptx|The tsunami of Deep Learning over NLP }}| | | | | {{:magistraleinformatica:eln:tsunamidlovernlp.pptx|The tsunami of Deep Learning over NLP }}| | |
| | 16/12/2016 | PB SMT ({{:magistraleinformatica:eln:phrase-model.pdf|Phrase Tables}}, {{:magistraleinformatica:eln:phrase-decoding.pdf|Decoding}}, {{:magistraleinformatica:eln:evaluation.pdf|Evaluation}}) | | | | | Andrew Ng | [[https://www.dropbox.com/s/dyjdq1prjbs8pmc/NIPS2016%20-%20Pages%202-6%20(1).pdf|Nuts and Bolts of Building Applications using Deep Learning]] | |
| ====== Textbooks ====== | ====== Textbooks ====== |
| |
| - I. Goodfellow, Y. Bengio, A. Courville. [[http://www.deeplearningbook.org/| Deep Learning]]. MIT Press, 2016. | - I. Goodfellow, Y. Bengio, A. Courville. [[http://www.deeplearningbook.org/| Deep Learning]]. MIT Press, 2016. |
| - M. Nielsen. [[http://neuralnetworksanddeeplearning.com| Neural Networks and Deep Learning]]. | - M. Nielsen. [[http://neuralnetworksanddeeplearning.com| Neural Networks and Deep Learning]]. |
| | |
| | ====== Related Courses ====== |
| | |
| | [[http://web.stanford.edu/class/cs224n/|Natural Language Processing with Deep Learning]], Stanford. |
| | |
| | [[https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6|Natural Language Processing with Deep Learning, video lectures]], Stanford. |
| ====== Exam ====== | ====== Exam ====== |
| Project or seminar. | Project or seminar. |
