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mds:txa:start [17/09/2018 alle 11:15 (6 anni fa)]
Giuseppe Attardi [Lecture Notes]
mds:txa:start [12/12/2018 alle 14:57 (5 anni fa)]
Andrea Esuli [Lecture Notes]
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 ^ Date ^ Lecture ^ Notes ^ ^ Date ^ Lecture ^ Notes ^
 | 17/9/2018 | Introduction | {{ :mds:txa:1-intro.pptx | Text Analytics}} | | 17/9/2018 | Introduction | {{ :mds:txa:1-intro.pptx | Text Analytics}} |
 +| 18/9/2018 | Introduction to Probability | {{ :mds:txa:2-probability.pptx | Probability}} |
 +| 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}}|
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 ====== Textbooks ====== ====== Textbooks ======
  
-  - D. Jurafsky, J.H. Martin, [[http://www.cs.colorado.edu/~martin/slp2.html|Speech and Language Processing]]. 2nd edition, Prentice-Hall, 2018.+  - D. Jurafsky, J.H. Martin, [[https://web.stanford.edu/~jurafsky/slp3/|Speech and Language Processing]]. 3nd edition, Prentice-Hall, 2018.
   - B. Liu, [[https://www.cs.uic.edu/~liub/FBS/SentimentAnalysis-and-OpinionMining.html|Sentiment Analysis and Opinion Mining]]. Morgan & Claypool Publishers, 2012.   - B. Liu, [[https://www.cs.uic.edu/~liub/FBS/SentimentAnalysis-and-OpinionMining.html|Sentiment Analysis and Opinion Mining]]. Morgan & Claypool Publishers, 2012.
-  - S. Bird, E. Klein, E. Loper. 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.txt · Ultima modifica: 15/01/2024 alle 10:31 (3 mesi fa) da Laura Pollacci