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--- mds:txa:start [23/11/2023 alle 15:11 (20 mesi fa)] – [Lecture Notes] Laura Pollacci
+++ mds:txa:start [09/12/2024 alle 10:48 (7 mesi fa)] (versione attuale) – [Previous editions] Laura Pollacci
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 ====== Text Analytics (635AA) A.Y. 2023/24 ======
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 [[https://laurapollacci.github.io/txa.html|Laura Pollacci]] (laura.pollacci [at] di [dot] unipi [dot] it)
 Office hours:
 ==== Schedule ====
 ^ Day ^ Hour ^ Room ^
 | Thursday | 16-18 | Fib C1 |
 | Friday| 11-13 | Fib M1 |
@@ Linea 62: / Linea 19: @@
 ==== Objectives ====
 The course targets text analytics systems and applications to respond to business problems by discovering and presenting knowledge that is otherwise locked in textual form.
 The main objectives of the course are:
   - Learning essential techniques, algorithms, and models used in natural language processing.
   - Understanding of the architectures of typical text analytics applications and of libraries for building them.
   - Expertise in design, implementation, and evaluation of applications that exploit analysis, interpretation, and transformation of texts.
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 | 2023/09/22 | Reminds on probability. | [[https://drive.google.com/file/d/1fH8sjhnh9dlPcPMwpAYSbsP0tbCaamSV/view?usp=sharing| 2 - Reminds on probability]]|
 | 2023/09/28 | Introduction to Python. | [[https://drive.google.com/file/d/1fOn73KfDqlaU-0dgXs4-qkIbm8ZCg8Px/view?usp=sharing| 3 - Introduction to Python]]| [[https://drive.google.com/file/d/16BIcJuP4vB5b5oUmV03R7fX_-wRaFI8Y/view?usp=sharing | L3 - Introduction_to_Python.ipynb]] |
 | 2023/09/29 | Introduction to Python - part 2. Project and Dates | [[https://drive.google.com/file/d/11E-3DWARykKVZDuB1vuDoXySAPPWYFoq/view?usp=sharing| 4 - Project and Dates]]|
 | 2023/10/05 | Probabilistic language models| [[https://drive.google.com/file/d/1Nj6FgcBSK9otmJwjDj2bxWWulCzPlHZb/view?usp=drive_link|5 - Probabilistic language models]]| D. Jurafsky, J.H. Martin. [[ https://drive.google.com/file/d/1K3B0s0-T3NnpfgmR6NGsZdwWqGoa0S5Q/view?usp=drive_link|Ch3]] [[https://drive.google.com/file/d/13r6wn4jlrOncZ0zUc5efmu2RgqDGUz2g/view?usp=drive_link|L5 Probabilistic Language Model.ipynb]] |
 | 2023/10/06| Text Indexding: Strings, Regular Expressions and BS4. | [[https://drive.google.com/file/d/1Zp6vqh5Wj9YzwtpcgMSxm7NUZ_oN8SW7/view?usp=sharing| 6 - Text indexing 1]] | D. Jurafsky, J.H. Martin. [[https://drive.google.com/file/d/1SH4Em84AEHNzc6OzrhjvW_ggo_0nJiOx/view?usp=sharing|Ch2]]  [[https://drive.google.com/file/d/13miwALDtad7ERoObFnlPjeUYBaAfwZGF/view?usp=sharing|L6.1 - Strings Regular expressions and BS4.ipynb]]|
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 |2023/11/16| Topic Modeling | [[https://drive.google.com/file/d/1M7EMWkYfqDWZjf6W22yIVJLK0QbJTh_v/view?usp=sharing|12 - Topic Modeling]] | Zhai and Massung (2016) Text Data Management and Analysis. [[https://drive.google.com/file/d/1Cwzon44c0-7b_4bbHyUO6ArolacQFY_5/view?usp=sharing|Chp 17]]. [[https://drive.google.com/file/d/1-Iyz860uAII3pplAk_VMqi5gK5N_S4pD/view?usp=sharing |L.12 -Topic Modeling - Notebook.]]. [[https://drive.google.com/file/d/1H60PV4Wt5gRs_B6MB4J2YJ-gsiySf6lv/view?usp=sharing|L.12.1 - Topic Modeling pyLDAvis - Notebook]]|
 |2023/11/17| A primer on Neural Networks |[[https://drive.google.com/file/d/1MS7upbsydqkPMIRfYv9pKHXz2mfGb1ST/view?usp=sharing |13 - A primer on Neural Networks]] |
-|2023/11/23|Neural Networks | [[https://drive.google.com/file/d/13tQ1m-ogPR3R_PSAWLDomvPmsBal8E55/view?usp=sharing | 14 - Neural Networks]] |
+|2023/11/23|Neural Networks | [[https://drive.google.com/file/d/13tQ1m-ogPR3R_PSAWLDomvPmsBal8E55/view?usp=sharing | 14 - Neural Networks]] | [[https://drive.google.com/file/d/1ZP9WN4OTSw2VoO7jWIpJlWBh_oGFwxjN/view?usp=sharing| From SVM to NN, Classification with Keras - Notebooks.]] |
+|2023/11/24| Neural Language Models | [[https://drive.google.com/file/d/1vezeT7l6Wd9D0otEYXSAjg0ih1XoggmW/view?usp=sharing| 15 - Neural Language Models]]| D. Jurafsky, J.H. Martin. Chps. [[https://drive.google.com/file/d/10SjSlr4bk6jBWTEkA4vsTUomB8y4iJ-C/view?usp=sharing|7]] [[https://drive.google.com/file/d/1MkfAsC-rY6HuWM6ZTS1TB8LoLxN-sPPq/view?usp=sharing|9]] [[https://drive.google.com/file/d/1P3j4qTH6IH_R42huYLL83cvPd1Ci2Ar1/view?usp=sharing|11]] |
+|2023/11/30| Student project presentations: ongoing experiments. Neural Language Models Practice | [[https://drive.google.com/file/d/1Dc0l2zQfX9poOymZKrhYiHMUiv9TT7m_/view?usp=sharing|16 - Neural Language Models Word2Vec]]| [[https://drive.google.com/file/d/14BIROGvYzNjbmmVzZqeiY-tLkhRAR8tW/view?usp=sharing |Word2vec - Notebook.]]|
+|2023/12/01| Student project presentations: ongoing experiments. Neural Language Models Practice | [[https://drive.google.com/file/d/1R4Yfr5v8ygsK61dV-h-mZhU_iY0OuZmK/view?usp=sharing|17 - Neural Language Models Doc2Vec]]|[[https://drive.google.com/file/d/1JaGXJE-rF3Yvmtd1Je8NCdDapLiL17Pg/view?usp=sharing|Doc2Vec - Notebook]]|
+|2023/12/07| Neural Language Models - part 2 |[[https://drive.google.com/file/d/1QxmavpSIjX1x46UkNR1RflY64Sbc3vLs/view?usp=sharing|Neural Language Models - part 2]]|
+|2023/12/11| BERT. Project Submission |[[https://drive.google.com/file/d/1JX6HCObZYtLUApYJDl1ftDTl5nKn-aHi/view?usp=sharing| 19 - Bert]]. [[https://drive.google.com/file/d/1GOwUTqWnkONM-SI8D0JANGKuqX0pBp35/view?usp=sharing|Project Submission]]| [[ https://drive.google.com/file/d/1JX6HCObZYtLUApYJDl1ftDTl5nKn-aHi/view?usp=sharing|Bert - Notebooks]] |
+|2023/12/14| Advanced Topics | [[ https://drive.google.com/file/d/14zg2w7-s_cpIJQBwGfXoj_yfjZNZLYQh/view?usp=sharing |20 - Advanced Topics]]| Recommended chapters: D. Jurafsky, J.H. Martin. [[https://drive.google.com/file/d/1ik_BGxKUNAi5GwQZQv4vI9Gqvv4wkWK9/view?usp=sharing|20]];[[https://drive.google.com/file/d/1VJbNelq63EagAxdgleJu2isJVBBb_vkl/view?usp=sharing|24]].|
 ==== Exam ====
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 ** Non-Attending students **
 The exam for non attending students will consist in a written exam with open question and exercises, and an oral discussion on the topics of the course.
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 Further bibliography will be indicated as a material for the single lessons.
-==== Previous editions ====
-  * [[http://didawiki.di.unipi.it/doku.php/mds/txa/start?rev=1671529070|2022-2023]]
+==== Previous editions ====
+  * [[http://didawiki.di.unipi.it/doku.php/mds/txa/start?rev=1730200187|2022-2023]]
   * [[http://didawiki.cli.di.unipi.it/doku.php/mds/txa/start?rev=1649067582|2021-2022]]
   * [[http://didawiki.di.unipi.it/doku.php/mds/txa/start?rev=1612257498|2020-2021]]