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mds:txa:start [24/09/2018 alle 16:27 (12 mesi fa)]
Giuseppe Attardi [Lecture Notes]
mds:txa:start [01/03/2019 alle 14:28 (7 mesi fa)] (versione attuale)
Andrea Esuli
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 A server has been setup for running [[http://​attardi-4.di.unipi.it:​8000|Jupyter Notebooks]]. A server has been setup for running [[http://​attardi-4.di.unipi.it:​8000|Jupyter Notebooks]].
 In order to log into the server, you must get credentials for a Google Suite account:​[[https://​gsuite.signup.unipi.it|go to this page]] and register with your University credentials to activate your free account. In order to log into the server, you must get credentials for a Google Suite account:​[[https://​gsuite.signup.unipi.it|go to this page]] and register with your University credentials to activate your free account.
 +
 +==== Projects ====
 +{{ :​mds:​txa:​txa_projects.pptx | List of Suggested Projects}} - Students can also propose their own project ideas.
 +
 +Send proposals and preferences to attardi@di.unipi.it and andrea.esuli@isti.cnr.it ​
 +
 +Once submit your work the date of the discussion will be set by appointment.
  
 ====== Lecture Notes ====== ====== Lecture Notes ======
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 | 18/9/2018 | Introduction to Probability | {{ :​mds:​txa:​2-probability.pptx | Probability}} | | 18/9/2018 | Introduction to Probability | {{ :​mds:​txa:​2-probability.pptx | Probability}} |
 | 24/9/2018 | Language Modeling | {{ :​mds:​txa:​3-languagemodeling.pdf | Language Modeling}} | | 24/9/2018 | Language Modeling | {{ :​mds:​txa:​3-languagemodeling.pdf | Language Modeling}} |
 +| 25/9/2018 | Introduction to Python | See notebooks "​Introduction to Python"​ in folder "Text Analytics"​ on http://​attardi-4.di.unipi.it:​8000/"​|
 +| 1/10/2018 | Introduction to Python | See notebooks "​Introduction to Python 2" and "​RegEx"​ in folder "Text Analytics"​ on http://​attardi-4.di.unipi.it:​8000/"​|
 +| 2/10/2018 | Introduction to NLTK | See notebooks "​Introduction to NLTK" in folder "Text Analytics"​ on http://​attardi-4.di.unipi.it:​8000/"​|
 +| 8/10/2018 | Preprocessing and tokenization | {{ :​mds:​txa:​7-tokenization.pptx |Tokenization}} |
 +| 9/10/2018 | Word Similarity | {{ :​mds:​txa:​7-tokenization.pptx |Tokenization}} {{:​mds:​txa:​homework_1.pdf |Homework 1 (deadline 15/10)}} |
 +| 15/10/2018 | Correction of Homework 1, Text Classification | {{ :​mds:​txa:​8-textcassification.pptx | Text Classification}} |
 +| 16/10/2018 | Classifiers | {{ :​mds:​txa:​9-classifiers.pptx | Classifiers}}|
 +| 22/10/2018 | Hidden Markov Models | {{ :​mds:​txa:​9-hmm.pptx | HMM}} |
 +| 23/10/2018 | POS Tagging | {{ :​mds:​txa:​9-hmm.pptx | HMM}} |
 +| 29/10/2018 | | {{ :​mds:​txa:​homework_2.pdf | HomeWork 2}} |
 +| 5/11/2018 | Named Entity Tagging | {{ :​mds:​txa:​11-ner.pptx | NER}} |
 +| 06/11/2018 | Universal Dependencies | |
 +| 12/11/2018 | Dependency Parsing | | 
 +| 13/11/2018 | Neural Language Models: PCA, Word2Vec | {{ :​mds:​txa:​06_-_language_models.pdf | LM}} See notebooks "​LanguageModels.ipynb"​ on http://​attardi-4.di.unipi.it:​8000/​ |
 +| 20/11/2018 | NLM: FastText, Doc2Vec | {{ :​mds:​txa:​06_-_language_models.pdf | LM}} See notebooks "​docEmbeddings.ipynb"​ on http://​attardi-4.di.unipi.it:​8000/​ |
 +| 26/11/2018 | NLM: Text Generation, ELMo, BERT | {{ :​mds:​txa:​06_-_language_models.pdf | LM}} See notebooks "​TextGeneration.ipynb"​ on http://​attardi-4.di.unipi.it:​8000/​ |
 +| 27/11/2018 | Sentiment Analysis | {{ :​mds:​txa:​07_-_sentiment_analysis.pdf | SA}} |
 +| 3/12/2018 | Lexical Resources | {{ :​mds:​txa:​08_-_lexical_resources_for_sentiment_analysis.pdf | LR}} See notebooks "​pmi-lex.ipynb"​ and "​pmi-lex-IMDB.ipynb"​ on http://​attardi-4.di.unipi.it:​8000/​ |
 +| 4/12/2018 | Sentiment Classification | {{ :​mds:​txa:​09_-_sentiment_classification.pdf | SC}} See notebooks "​VADER.ipynb",​ "​sklearn.ipynb",​ "​lstmNet.ipynb"​ and "​cnnNet.ipynb"​ on http://​attardi-4.di.unipi.it:​8000/​ |
 +| 10/12/2018 | Quantification | {{ :​mds:​txa:​slidesquantification_1_.pdf | Quantification}}|
 +| 11/12/2018 | Spam, Scam, Phishing, Fake reviews, Clickbaits, Fake News | {{ :​mds:​txa:​10_-_spam_co..pdf |Spam}}|
 +
 +
 +
  
 ====== Textbooks ====== ====== Textbooks ======
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   - S. Bird, E. Klein, E. Loper. [[https://​www.nltk.org/​book/​|Natural Language Processing with Python]].   - S. Bird, E. Klein, E. Loper. [[https://​www.nltk.org/​book/​|Natural Language Processing with Python]].
  
-====== ​Edizioni Precedenti ​======+====== ​Previous editions ​======
  
   * [[http://​didawiki.di.unipi.it/​doku.php/​mds/​txa/​start?​rev=1515682954|2017-2018]]   * [[http://​didawiki.di.unipi.it/​doku.php/​mds/​txa/​start?​rev=1515682954|2017-2018]]
  
mds/txa/start.1537806434.txt.gz · Ultima modifica: 24/09/2018 alle 16:27 (12 mesi fa) da Giuseppe Attardi