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--- mds:txa:start [10/10/2022 alle 10:04 (18 mesi fa)]
Lucia Passaro [Lecture Notes]
+++ mds:txa:start [15/01/2024 alle 10:31 (3 mesi fa)] (versione attuale)
Laura Pollacci
@@ Linea 1: / Linea 1: @@
-====== Text Analytics (635AA) A.Y. 2022/23 ======
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+====== Text Analytics (635AA) A.Y. 2023/24 ======
 ==== Teacher ====
-[[http://luciacpassaro.github.io/|Lucia Passaro]] (lucia.passaro [at] unipi [dot] it)
+[[https://laurapollacci.github.io/txa.html|Laura Pollacci]] (laura.pollacci [at] di [dot] unipi [dot] it)
-Office hours: Monday 16-18 via [[https://teams.microsoft.com/l/chat/0/0?users=lucia.passaro@unipi.it|Teams]]
+Office hours:
@@ Linea 12: / Linea 55: @@
 ^ Day ^ Hour ^ Room ^
-| Monday | 9-11 | Fib M1 |
+| Thursday | 16-18 | Fib C1 |
 | Friday| 11-13 | Fib M1 |
-[[https://teams.microsoft.com/l/team/19%3au_2NWnfXHAGPknxec1GtEY5y8UrjGRSAQjuJ1tySJ7w1%40thread.tacv2/conversations?groupId=414d90af-3f1a-4188-9dd7-21ac607e5c1f&tenantId=c7456b31-a220-47f5-be52-473828670aa1|Team of the class]]
+[[https://teams.microsoft.com/l/channel/19%3aiBnp7L1JmbHPmkQ3NcO3NrxPDZB-RhMvlQzMRdCrWFM1%40thread.tacv2/Generale?groupId=9e5370ba-93b4-41d0-b0b1-b7464ab92f11&tenantId=c7456b31-a220-47f5-be52-473828670aa1|Team of the class]]
 ==== Objectives ====
@@ Linea 41: / Linea 84: @@
   * Transfer learning
   * Quantification
 ==== Lecture Notes ====
 ^ Date ^ Lecture ^ Slides ^ Material / Reference ^
-| 2022/09/16 | Introduction to the course, NLP & Text Analytics. | [[https://drive.google.com/file/d/1wc6yvn6Y5QrFXyFw53xeB4M6MsMmWssS/view?usp=sharing| 1 - Introduction to the Text Analytics course]]|J. Eisenstein. Introduction to Natural Language Processing. MIT Press.[[https://drive.google.com/file/d/17T4zo2uGssKBa_MrHsLW-uSmyP_ZJvpj/view?usp=sharing| Chp. 1]].|
+| 2023/09/21 | Introduction to the course, NLP & Text Analytics. | [[https://drive.google.com/file/d/11BPheGG5YiZcNeFFQirMMSIrObEsbayf/view?usp=drive_link| 1 - Introduction to the Text Analytics course]]|J. Eisenstein. Introduction to Natural Language Processing. MIT Press.[[https://drive.google.com/file/d/1v455MySmNo5qVSRle676L0pjc4wktVNh/view?usp=drive_link| Chp. 1]].|
-| 2022/09/19 | Reminds on Probability. Language and Probability. | [[https://drive.google.com/file/d/1-exk-JS0_Oa3Eg1ApTGlxonQlL3KbTQG/view?usp=sharing| 2 - Reminds on Probability.pdf]]| |
+| 2023/09/22 | Reminds on probability. | [[https://drive.google.com/file/d/1fH8sjhnh9dlPcPMwpAYSbsP0tbCaamSV/view?usp=sharing| 2 - Reminds on probability]]|
-| 2022/09/23 | Introduction to Python.| [[https://drive.google.com/file/d/1lpyA0N4K0d0ZTrJgokot1NwC_w4HG6gG/view?usp=sharing| 3 - Introduction to Python.pdf]]|[[https://drive.google.com/file/d/1BubwKtByCankjnbClWErvSsw9EjCLnte/view?usp=sharing|Introduction to Python - Notebook.]]|
+| 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]] |
-| 2022/09/30 | Introduction to Python (continued). Project Presentation and Important Dates. | [[https://drive.google.com/file/d/1FjCYvOkZDWomEsJuXD32Vl_155kxnKik/view?usp=sharing|Project and Dates]]| |
+| 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]]|
-| 2022/10/03 | Probabilistic Language Models. | [[https://drive.google.com/file/d/1B5HfPtPgK41Ig_NWrPim6YxK3mCF-XSj/view?usp=sharing| 5 - Probabilistic Language models]]|D. Jurafsky, J.H. Martin.[[https://drive.google.com/file/d/1OXSjwE0-ZN6DZ4MELOMp8JVy-tP2_4Iw/view?usp=sharing| Chp. 3]]. [[https://drive.google.com/file/d/1osuyJi5ZbBMghOrQz_IVqMsfxi2-1Vzj/view?usp=sharing| Probabilistic Language Models - Notebook]].|
+| 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]] |
-| 2022/10/07 | Text Indexding: Strings, Regular Expressions and BS4. | [[https://drive.google.com/file/d/1hkkjm5saUiKqL-9KgGgozTBupgIOus74/view?usp=sharing| 6 - Text Indexing-1]]|D. Jurafsky, J.H. Martin.[[https://drive.google.com/file/d/1RO_PGJj0a8v_N0dnw5iK4nGiabaAKZc5/view?usp=sharing| Chp. 2]]. [[https://drive.google.com/file/d/1IX8qSNdSbTFz5n1yMsMqtX9QU6HOofdv/view?usp=sharing| Strings, Regular Expressions and BS4 - Notebook]].|
+| 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]]|
-| 2022/10/10 | Text Indexding: Linguistic annotation. NLTK. | [[https://drive.google.com/file/d/11AjdH0K1W5OytgdofaxlCP_nQlI-rRTB/view?usp=sharing| 6 - Text Indexing-2]]|[[https://drive.google.com/file/d/1uigGIb0_9bX2Gb5g6SX51JHyN3kxN4y_/view?usp=sharing| Linguistic annotation with NLTK - Notebook]].|
+| 2023/10/12| Linguistic annotation. NLTK. | [[https://drive.google.com/file/d/1t2WNuMZ1PAE4i_GgPbd-DCJWx8gWnhQf/view?usp=sharing| 6 - Text Indexing 2]]|[[https://drive.google.com/file/d/14ahCe4h45MHn_yMhUbOwO7o8Ms9jl-sD/view?usp=sharing|L6.2 - Linguistic annotation with NLTK.ipynb]] |
+|2023/10/13| //Lesson canceled due to UNIPI orientation days.//|
+|2023/10/19| Feature Selection| [[https://drive.google.com/file/d/1iWDaF7BXykUrRwOrIfc8ERlOewXaOQm7/view?usp=sharing|6 - Text Indexing 3]] | [[https://drive.google.com/file/d/1mD4v_ts0A1CHcTrU9nIYz-Nugvok1jks/view?usp=sharing |L6.3 - Gensim collocations - Stanza - Spacy (Notebooks)]] |
+|2023/10/20| Vector space models | [[https://drive.google.com/file/d/1JIKfDSAZh3raAfRB_tTGFNqjxgfukKGy/view?usp=sharing|6 - Text Indexing 4]] | D. Jurafsky, J.H. Martin. [[https://drive.google.com/file/d/1Hj3n4qCuZpTIrS_M352QAyH70xC6Fxrg/view?usp=share_link|Chp. 6.]] [[https://drive.google.com/file/d/1RUJYFizlp1ldl2DbmZDDXvw8WhDS6E4k/view?usp=sharing|L6.4 - Vector space model - toy example]]|
+|2023/10/26| //Lesson canceled//|
+|2023/10/27| //Lesson canceled//|
+|2023/11/02| Machine Learning for Text Analytics. | [[ https://drive.google.com/file/d/1zc925Q0yzdmh2nvB0McdQBOeVgJ1aD3R/view?usp=sharing| 10 - Machine Learning for Text Analytics]] - corrected|
+|2023/11/03| Machine Learning for Text Analytics: Design Experimental Protocols. Student presentations: How to. | [[https://drive.google.com/file/d/1gaaWVORZnp7gJ6ZGloKlyQTSw07SZ8in/view?usp=sharing| 11 - Design Experimental Protocols]]. [[https://drive.google.com/file/d/1b5I7NhRXuzjk93Pea6pyxzzCw31OhD8Z/view?usp=sharing| 11.1 - Student presentations: How to]] | [[https://drive.google.com/file/d/1X0BYS66px-aTYoDVZzx2sTixmaX4agrP/view?usp=sharing | L.11 - Classification with SkLearn]] |
+|2023/11/09| Student project presentations: proposal, brainstorming, discussion. |
+|2023/11/10| Student project presentations: proposal, brainstorming, discussion. |
+|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]] | [[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 ====
@@ Linea 63: / Linea 126: @@
 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.
+Written test [[https://drive.google.com/file/d/1Q-NVz_x-UjllTG-CPAKGV4aKmK4Hz5af/view?usp=share_link|example]].
@@ Linea 76: / Linea 141: @@
 ==== Previous editions ====
+  * [[http://didawiki.di.unipi.it/doku.php/mds/txa/start?rev=1671529070|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]]

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