Entrambe le parti precedenti la revisioneRevisione precedenteProssima revisione | Revisione precedente |
magistraleinformatica:eln:start [15/12/2016 alle 08:04 (8 anni fa)] – [Testi di riferimento] Giuseppe Attardi | magistraleinformatica:eln:start [07/03/2018 alle 10:19 (7 anni fa)] (versione attuale) – [Textbooks] Giuseppe Attardi |
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| 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 ====== |
====== Reference Material ====== | |
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- C. Manning, H. Schutze. [[http://nlp.stanford.edu/fsnlp/promo/|Foundations of Statistical Natural Language Processing]]. MIT Press, 2000. | - C. Manning, H. Schutze. [[http://nlp.stanford.edu/fsnlp/promo/|Foundations of Statistical Natural Language Processing]]. MIT Press, 2000. |
- D. Jurafsky, J.H. Martin, [[http://www.cs.colorado.edu/~martin/slp2.html|Speech and Language Processing]]. 2nd edition, Prentice-Hall, 2008. | - D. Jurafsky, J.H. Martin, [[http://www.cs.colorado.edu/~martin/slp2.html|Speech and Language Processing]]. 2nd edition, Prentice-Hall, 2008. See also upcoming 3rd edition. |
- S. Kubler, R. McDonald, J. Nivre. [[http://www.morganclaypool.com/doi/abs/10.2200/S00169ED1V01Y200901HLT002|Dependency Parsing]]. 2010. | - S. Kubler, R. McDonald, J. Nivre. [[http://www.morganclaypool.com/doi/abs/10.2200/S00169ED1V01Y200901HLT002|Dependency Parsing]]. 2010. |
- P. Koehn. [[http://www.statmt.org/book/|Statistical Machine Translation]]. Cambridge University Press, 2010. | - P. Koehn. [[http://www.statmt.org/book/|Statistical Machine Translation]]. Cambridge University Press, 2010. |
- 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]]. |
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| ====== Related Courses ====== |
| |
| [[http://web.stanford.edu/class/cs224n/|Natural Language Processing with Deep Learning]], Stanford. |
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| [[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. |
* SentiPolc: Sentiment Polarity in Twitter. Primo classificato. | * SentiPolc: Sentiment Polarity in Twitter. Primo classificato. |
* NeelIt: Named Entity Recognition and Linking in Twitter. Primo classificato | * NeelIt: Named Entity Recognition and Linking in Twitter. Primo classificato |
====== Corsi affini ====== | ====== Affine courses ====== |
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- Apprendimento Automatico: Fondamenti | - Apprendimento Automatico: Fondamenti |