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mds:txa:start [13/09/2021 alle 09:58 (3 anni fa)]
Andrea Esuli [Lecture Notes]
mds:txa:start [03/12/2021 alle 09:23 (2 anni fa)]
Andrea Esuli [Lecture Notes]
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-====== Text Analytics A.Y. 2021/22 ======+====== Text Analytics (635AA) A.Y. 2021/22 ======
  
  
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 **__Students MUST contact the teacher at least one month before the date set for the exam session__, so as to agree on the contents of the project and get a go ahead.** **__Students MUST contact the teacher at least one month before the date set for the exam session__, so as to agree on the contents of the project and get a go ahead.**
  
-**The date set for the exam session is the deadline for submitting the completed project (report and code).**+**The date set for the exam session ([[https://esami.unipi.it/esami/findcourse.php?id=52426|Check here]]) is the deadline for submitting the completed project (report and code).**
  
 Exam will consist in a project to be agreed with the teacher and an oral exam. Exam will consist in a project to be agreed with the teacher and an oral exam.
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 ^ Date ^ Lecture ^ Notes ^ ^ Date ^ Lecture ^ Notes ^
-| 2021/09/13 | Introduction to the course, NLP & Text Analytics | {{ :mds:txa:00_-_introduction_to_the_text_analytics_course.pdf |slides 0}}, {{ :mds:txa:01_-_natural_language_and_text_analytics.pdf |slides 1}} | +| 2021/09/13 | Introduction to the course, NLP & Text Analytics | {{ :mds:txa:00_-_introduction_to_the_text_analytics_course.pdf |}}, {{ :mds:txa:01_-_natural_language_and_text_analytics.pdf |}} | 
-| 2021/09/17 |  |  |  +| 2021/09/17 | Introduction to probability {{ :mds:txa:02_-_introduction_to_probability.pdf |}}  |  
-| 2021/09/20 |  |  |  +| 2021/09/20 | //canceled//|  |  
-| 2021/09/24 |   |  +| 2021/09/24 | Introduction to python 1/2 {{ :mds:txa:03_-_introduction_to_python.pdf |}} {{ :mds:txa:03_1_introduction_to_python.zip |}}|  
-| 2021/09/27 |  |  |  +| 2021/09/27 | Introduction to python 2/2 |  |  
-| 2021/10/01 |   |  +| 2021/10/01 | Probabilistic Language Models 1/2 {{ :mds:txa:04_-_probabilistic_language_models.pdf |}} {{ :mds:txa:04_1_probabilisticlanguagemodel.zip |}}|  
-| 2021/10/04 |  |  | +| 2021/10/04 | Probabilistic Language Models 2/2 |  | 
-| 2021/10/08 |  |  | +| 2021/10/08 | Text Indexing: Regular expressions {{ :mds:txa:05_-_text_indexing.pdf |}} {{ :mds:txa:05_1_strings_regular_expressions_and_bs4.zip |}}  | 
-| 2021/10/11 |   +| 2021/10/11 | Text Indexing: NLTK, Collocations {{ :mds:txa:05_2_nltk.zip |}} {{ :mds:txa:05_3_collocations.zip |}} 
-| 2021/10/15 |  |  | +| 2021/10/15 | Text Indexing: Spacy, Feature selection, Pipeline {{ :mds:txa:05_4_spacy_text_processing.zip |}}  | 
-| 2021/10/18 |   +| 2021/10/18 | Text Indexing: Notebook. Introduction to Machine Learning {{ :mds:txa:05_5_text_indexing_sklearn.zip |}} {{ :mds:txa:06_-_machine_learning_for_text_analytics.pdf |}}
-| 2021/10/22 |  |  | +| 2021/10/22 | Machine Learning for TA: Paradigms and models |  {{ :mds:txa:06_-_machine_learning_for_text_analytics.pdf |}} 
-| 2021/10/25 |   +| 2021/10/25 | Machine Learning for TA: the complete pipeline {{ :mds:txa:06_1_classification_sklearn.zip |}} 
-| 2021/10/29 |   +| 2021/10/29 | Machine Learning for TA: Feature engineering, Topic Modeling {{ :mds:txa:06_2_classification_feature_engineering.zip |}} {{ :mds:txa:06.3_-_topic_modeling.pdf |}} {{ :mds:txa:06.4_-_topic_modeling.ipynb.zip |}} 
-| 2022/11/05 |   +| 2022/11/05 | Experimental protocols and optimization {{ :mds:txa:07_-_experiments.pdf |}} {{ :mds:txa:07_1_optimization_sklearn.zip |}} 
-| 2022/11/08 |   +| 2022/11/08 | Information Extraction, Entity Annotation {{ :mds:txa:08_-_information_extraction.pdf |}} {{ :mds:txa:08_1_spacy_ner_train.zip |}}
-| 2022/11/12 |   +| 2022/11/12 | Data collection {{ :mds:txa:09_-_data_collection.pdf |}} {{ :mds:txa:09_1_scraping.zip |}} {{ :mds:txa:09_2_data_from_twitter.zip |}}
-| 2022/11/15 |   +| 2022/11/15 | Introduction to Neural Networks {{ :mds:txa:10_-_a_primer_on_neural_networks.pdf |}} {{ :mds:txa:10.1_-_example_of_backpropagation.pdf |}} {{ :mds:txa:10.2_-_svm_to_nn.ipynb.zip |}}
-| 2022/11/19 |   +| 2022/11/19 | Text classification with Neural Networks {{ :mds:txa:10.3_-_classification_-_cnnnet.ipynb.zip |}} {{ :mds:txa:10.4_-_classification_-_lstmnet.ipynb.zip |}} {{ :mds:txa:10_5_textgeneration.zip |}}
-| 2022/11/22 |   +| 2022/11/22 | Neural Language Models, Word2Vec {{ :mds:txa:11_-_neural_language_models.pdf |}} {{ :mds:txa:11_1_wordembeddings.zip |}} 
-| 2022/11/26 |  |  +| 2022/11/26 | Doc2Vec, Transformer, BERT  {{ :mds:txa:11_2_documentembeddings.zip |}} {{ :mds:txa:11_3_bert_finetune_binary.zip |}} {{ :mds:txa:11_4_bert_finetune_multiclass.zip |}}
-| 2022/11/29 |   +| 2022/11/29 | SimpleTransformers {{ :mds:txa:11_5_simpletransformers_finetune_binary.zip |}} {{ :mds:txa:11_6_simpletransformer_generation_and_representation.zip |}} 
-| 2022/12/03 |   |+| 2022/12/03 | Sentiment Analysis {{ :mds:txa:12_-_sentiment_analysis.pdf |}} {{ :mds:txa:12_1_vader.zip |}}|
  
 ==== Textbooks ==== ==== Textbooks ====
mds/txa/start.txt · Ultima modifica: 15/01/2024 alle 10:31 (2 mesi fa) da Laura Pollacci