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magistraleinformatica:eln:start [19/12/2016 alle 08:08 (7 anni fa)] Giuseppe Attardi [Lecture Notes] |
magistraleinformatica:eln:start [07/03/2018 alle 10:19 (6 anni fa)] Giuseppe Attardi [Textbooks] |
| | 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 }}| | |
| | Andrew Ng, “Nuts and Bolts of Building Applications using Deep Learning” | [[https://www.dropbox.com/s/dyjdq1prjbs8pmc/NIPS2016%20-%20Pages%202-6%20(1).pdf]] | | | | 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 ====== |
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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 ====== |
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| [[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. |