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mds:txa:start [28/09/2021 alle 08:12 (8 mesi fa)]
Andrea Esuli [Lecture Notes]
mds:txa:start [23/11/2021 alle 16:11 (6 mesi fa)]
Andrea Esuli [Lecture Notes]
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 | 2021/09/24 | Introduction to python 1/2 | {{ :mds:txa:03_-_introduction_to_python.pdf |}} {{ :mds:txa:03_1_introduction_to_python.zip |}}|  | 2021/09/24 | Introduction to python 1/2 | {{ :mds:txa:03_-_introduction_to_python.pdf |}} {{ :mds:txa:03_1_introduction_to_python.zip |}}| 
 | 2021/09/27 | Introduction to python 2/2 |  |  | 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 |  |  |
  
mds/txa/start.txt · Ultima modifica: 04/04/2022 alle 10:19 (8 settimane fa) da Andrea Esuli