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mds:txa:start [09/09/2021 alle 10:11 (21 mesi fa)] Andrea Esuli [Schedule] |
mds:txa:start [23/11/2021 alle 16:11 (19 mesi fa)] Andrea Esuli [Lecture Notes] |
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- | ====== Text Analytics A.Y. 2021/22 ====== | + | ====== Text Analytics |
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==== Schedule | ==== Schedule | ||
- | ^ Day ^ Hour ^ Room ^ | + | ^ Day ^ Hour ^ Room ^ |
- | | Monday | 9-11 | Fib C | | + | | Monday | 9-11 | Fib C - [[https:// |
- | | Friday| 11-13 | Fib M1 | | + | | Friday| 11-13 | Fib M1 - [[https:// |
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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 |
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 | | | + | | 2021/09/13 | Introduction to the course, NLP & Text Analytics |
- | | 2021/09/16 | | | | + | | 2021/09/17 | Introduction to probability |
- | | 2021/09/20 | | | | + | | 2021/09/20 | // |
- | | 2021/09/23 | | | | + | | 2021/09/24 | Introduction to python 1/2 | {{ : |
- | | 2021/09/27 | | | | + | | 2021/09/27 | Introduction to python 2/2 | | |
- | | 2021/09/30 | | | | + | | 2021/10/01 | Probabilistic Language Models 1/2 | {{ : |
- | | 2021/10/04 | | | | + | | 2021/10/04 | Probabilistic Language Models 2/2 | | |
- | | 2021/10/07 | | | | + | | 2021/10/08 | Text Indexing: Regular expressions |
- | | 2021/10/11 | | | | + | | 2021/10/11 | Text Indexing: NLTK, Collocations |
- | | 2021/10/14 | | | | + | | 2021/10/15 | Text Indexing: Spacy, Feature selection, Pipeline | {{ : |
- | | 2021/10/18 | | | | + | | 2021/10/18 | Text Indexing: Notebook. Introduction to Machine Learning |
- | | 2021/10/21 | | | | + | | 2021/10/22 | Machine Learning for TA: Paradigms and models |
- | | 2021/10/25 | | | | + | | 2021/10/25 | Machine Learning for TA: the complete pipeline |
- | | 2021/10/28 | | | | + | | 2021/10/29 | Machine Learning for TA: Feature engineering, |
- | | 2022/11/4 | | | | + | | 2022/11/05 | Experimental protocols and optimization |
- | | 2022/11/8 | | | | + | | 2022/11/08 | Information Extraction, Entity Annotation |
- | | 2022/11/11 | | | | + | | 2022/11/12 | Data collection |
- | | 2022/11/15 | | | | + | | 2022/11/15 | Introduction to Neural Networks |
- | | 2022/11/18 | | | | + | | 2022/11/19 | Text classification with Neural Networks |
- | | 2022/11/22 | | | | + | | 2022/11/22 | Neural Language Models, Word2Vec |
- | | 2022/11/25 | | | | + | | 2022/11/26 | Doc2Vec, Transformer, |
- | | 2022/11/29 | | | | + | | 2022/11/29 | SimpleTransformers |
- | | 2022/12/2 | | | | + | | 2022/12/03 | | | |
==== Textbooks ==== | ==== Textbooks ==== |