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mds:txa:start
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mds:txa:start [02/02/2021 alle 09:18 (3 anni fa)] Andrea Esuli [Exam] |
mds:txa:start [15/11/2021 alle 07:32 (2 anni fa)] Andrea Esuli [Lecture Notes] |
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| - | ====== Text Analytics A.Y. 2020/21 ====== | + | ====== Text Analytics |
| Linea 11: | Linea 11: | ||
| ==== Schedule | ==== Schedule | ||
| - | Lectures will be given using Microsoft Teams. | + | ^ Day ^ Hour ^ Room ^ |
| - | [[https:// | + | | Monday |
| - | + | | Friday| 11-13 | Fib M1 - | |
| - | Lecture recording is available on Microsoft Teams for delayed viewing. | + | |
| - | + | ||
| - | ^ Day ^ Hour ^ Room ^ | + | |
| - | | Wednesday | + | |
| - | | Thursday | + | |
| Linea 40: | Linea 35: | ||
| ==== Exam ==== | ==== Exam ==== | ||
| + | |||
| + | **__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 ([[https:// | ||
| 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. | ||
| Linea 50: | Linea 49: | ||
| Students may work solo or in groups up to three persons. | Students may work solo or in groups up to three persons. | ||
| - | |||
| - | Before starting working on the project students must contact the teacher so as to agree on the contents of the project and get a go ahead. | ||
| ==== Lecture Notes ==== | ==== Lecture Notes ==== | ||
| ^ Date ^ Lecture ^ Notes ^ | ^ Date ^ Lecture ^ Notes ^ | ||
| - | | 2020/09/16 | Introduction to the course | {{ : | + | | 2021/09/13 | Introduction to the course, NLP & Text Analytics |
| - | | 2020/09/17 | Introduction to probability | {{ : | + | | 2021/09/17 | Introduction to probability | {{ : |
| - | | 2020/09/23 | Setup of Python environment | + | | 2021/09/20 | // |
| - | | 2020/09/24 | Introduction to Python | {{ : | + | | 2021/09/24 | Introduction to python 1/2 | {{ : |
| - | | 2020/09/30 | Probabilistic Language Models | {{ : | + | | 2021/09/27 | Introduction to python 2/2 | | |
| - | | 2020/10/01 | Probabilistic Language Models | {{ : | + | | 2021/ |
| - | | 2020/10/07 | Text Indexing, Regular expressions | {{ : | + | | 2021/10/04 | Probabilistic Language Models 2/2 | | |
| - | | 2020/10/08 | NLTK, Collocations | {{ :mds:txa:05.2_-_nltk.zip |}} {{ :mds:txa:05.3_-_collocations.zip |}} | | + | | 2021/ |
| - | | 2020/10/14 | NLP tools, | + | | 2021/10/11 | Text Indexing: |
| - | | 2020/10/15 | Vector space model, ML for text analytics | + | | 2021/10/15 | Text Indexing: |
| - | | 2020/10/21 | Scikit learn, pipeline | + | | 2021/10/18 | Text Indexing: Notebook. Introduction to Machine Learning |
| - | | 2020/10/22 | Feature engineering | + | | 2021/10/22 | Machine Learning for TA: Paradigms and models |
| - | | 2020/10/28 | Experimental protocols, optimization | + | | 2021/10/25 | Machine Learning for TA: the complete pipeline |
| - | | 2020/10/29 | Sequence labeling, information extraction | {{ : | + | | 2021/10/29 | Machine Learning for TA: Feature engineering, Topic Modeling |
| - | | 2020/11/04 | Inception, spacy | {{ :mds:txa:08_1_spacy_ner_train.zip |}} | | + | | 2022/11/05 | Experimental protocols and optimization |
| - | | 2020/11/05 | Data collection | + | | 2022/11/08 | Information Extraction, Entity Annotation |
| - | | 2020/11/11 | Introduction to neural networks | + | | 2022/11/12 | Data collection |
| - | | 2020/11/12 | From SVM to NN, deep learning | + | | 2022/11/15 | Introduction to Neural Networks |
| - | | 2020/11/18 | Convolutional and Recurrent networks, text generation | {{ :mds:txa:10_3_classification_cnnnet.zip |}} {{ :mds:txa:10_4_classification_lstmnet.zip |}} {{ : | + | | 2022/11/19 | Text classification with Neural Networks |
| - | | 2020/11/19 | Word embeddings, neural language models | + | | 2022/11/22 | | | |
| - | | 2020/11/25 | Document embeddings, the Transformer | {{ :mds:txa:11_2_documentembeddings.zip |}} | | + | | 2022/11/26 | | | |
| - | | 2020/11/26 | BERT fine-tuning | + | | 2022/11/29 | | | |
| - | |2020/12/2 | Parsing | + | | 2022/12/03 | | | |
| - | |2020/12/3 | Parsing | + | |
| - | |2020/12/9 | Introduction to Sentiment Analysis, Sentiment Lexicons | + | |
| - | |2020/12/10| Sentiment Classification | + | |
| ==== Textbooks ==== | ==== Textbooks ==== | ||
| Linea 92: | Linea 86: | ||
| ==== Previous editions ==== | ==== Previous editions ==== | ||
| + | * [[http:// | ||
| * [[https:// | * [[https:// | ||
| * [[http:// | * [[http:// | ||
| * [[http:// | * [[http:// | ||
mds/txa/start.txt · Ultima modifica: 15/01/2024 alle 10:31 (3 mesi fa) da Laura Pollacci
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