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dm:start [14/10/2021 alle 12:54 (3 anni fa)] – [News] Mirco Nanni | dm:start [23/12/2021 alle 10:57 (3 anni fa)] – [Exam Sessions] Riccardo Guidotti |
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====== News ====== | ====== News ====== |
* [14.10.2021] On Monday 18.10.2021, the class is cancelled for public ceremony. | * **[14.10.2021] The class planned for Monday 18.10.2021 is cancelled for public ceremony.** |
* [06.09.2021] The first lesson will be held on 16/09/2021. | * [06.09.2021] The first lesson will be held on 16/09/2021. |
====== Learning Goals ====== | ====== Learning Goals ====== |
* Pang-Ning Tan, Michael Steinbach, Vipin Kumar. **Introduction to Data Mining**. Addison Wesley, ISBN 0-321-32136-7, 2006 | * Pang-Ning Tan, Michael Steinbach, Vipin Kumar. **Introduction to Data Mining**. Addison Wesley, ISBN 0-321-32136-7, 2006 |
* [[http://www-users.cs.umn.edu/~kumar/dmbook/index.php]] | * [[http://www-users.cs.umn.edu/~kumar/dmbook/index.php]] |
* I capitoli 4, 6, 8 sono disponibili sul sito del publisher. -- Chapters 4,6 and 8 are also available at the publisher's Web site. | * I capitoli 3, 5, 7 sono disponibili sul sito del publisher. -- Chapters 3,5 and 7 are also available at the publisher's Web site. |
* Berthold, M.R., Borgelt, C., Höppner, F., Klawonn, F. **GUIDE TO INTELLIGENT DATA ANALYSIS.** Springer Verlag, 1st Edition., 2010. ISBN 978-1-84882-259-7 | * Berthold, M.R., Borgelt, C., Höppner, F., Klawonn, F. **GUIDE TO INTELLIGENT DATA ANALYSIS.** Springer Verlag, 1st Edition., 2010. ISBN 978-1-84882-259-7 |
* Laura Igual et al.** Introduction to Data Science: A Python Approach to Concepts, Techniques and Applications**. 1st ed. 2017 Edition. | * Laura Igual et al.** Introduction to Data Science: A Python Approach to Concepts, Techniques and Applications**. 1st ed. 2017 Edition. |
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^ ^ Day ^ Room ^ Topic ^ Learning material ^ Recording ^ Instructor ^ | ^ ^ Day ^ Room ^ Topic ^ Learning material ^ Recording ^ Instructor ^ |
|1.| 16.09.2021 11:00-12:45 | Aula Fib A1 | Introduction. | {{ :dm:1.dm_2021-22.overview-corso.pptx_1_.pdf | Introducing DM1 }} {{ :dm:dm1_project_guidelines.pptx_1_.pdf | Project-work guidelines }} | [[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/Meeting%20in%20_General_-20210916_111002-Meeting%20Recording.mp4?web=1|Lecture 1]] | Pedreschi | | |1.| 16.09.2021 11:00-12:45 | Aula Fib A1 | Introduction. | {{ :dm:1.dm_2021-22.overview-corso.pptx_1_.pdf | Introducing DM1 }} {{ dm1_project_guidelines.pptx.pdf | Project-work guidelines (updated 22.11.2021) }} | [[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/Meeting%20in%20_General_-20210916_111002-Meeting%20Recording.mp4?web=1|Lecture 1]] | Pedreschi | |
|2.| 20.09.2021 11:00-12:45 | Aula Fib C | Course overview | {{ :dm:2.introduction-short.pdf | Overview of contents }} |[[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/Meeting%20in%20_General_-20210920_111429-Meeting%20Recording.mp4?web=1|Lecture 2]] | Pedreschi | | |2.| 20.09.2021 11:00-12:45 | Aula Fib C | Course overview | {{ :dm:2.introduction-short.pdf | Overview of contents }} |[[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/Meeting%20in%20_General_-20210920_111429-Meeting%20Recording.mp4?web=1|Lecture 2]] | Pedreschi | |
|3.| 23.09.2021 11:00-12:45 | Aula Fib A1 | Data Understanding | {{ :dm:3.dataunderstanding-2019.pdf | Slides }} | [[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/Data%20Mining%20Lecture%203-20210923_111708-Meeting%20Recording.mp4?web=1|Lecture 3]] | Pedreschi | | |3.| 23.09.2021 11:00-12:45 | Aula Fib A1 | Data Understanding | {{ :dm:3.dataunderstanding-2019.pdf | Slides }} | [[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/Data%20Mining%20Lecture%203-20210923_111708-Meeting%20Recording.mp4?web=1|Lecture 3]] | Pedreschi | |
|5.| 30.09.2021 11:00-12:45 | Aula Fib A1 | Lab: Data Understanding & Preparation -- Python | {{ :dm:python_basics.ipynb.zip |Python Introduction}} Dataset: {{ :dm:iris.csv.zip | Iris}} {{ :dm:hands_on_dm1_pt1.zip |Hands-On Python (Iris)}} | [[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/General-20210930_110913-Registrazione%20della%20riunione.mp4?web=1|Lecture 5]] |Citraro | | |5.| 30.09.2021 11:00-12:45 | Aula Fib A1 | Lab: Data Understanding & Preparation -- Python | {{ :dm:python_basics.ipynb.zip |Python Introduction}} Dataset: {{ :dm:iris.csv.zip | Iris}} {{ :dm:hands_on_dm1_pt1.zip |Hands-On Python (Iris)}} | [[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/General-20210930_110913-Registrazione%20della%20riunione.mp4?web=1|Lecture 5]] |Citraro | |
|6.| 04.10.2021 11:00-12:45 | Aula Fib C | Lab: Data Understanding & Preparation -- Python (cont.) & KNIME | Dataset: {{ :dm:titanic.csv.zip | Titanic}} {{ :dm:hands_on_dm1_pt2.zip |Hands-On Python (Titanic)}}, {{ :dm:titanic_data_understanding2.ipynb.zip | Titanic DU+DP (complete)}} KMIME: {{ :dm:00_start_with_knime.zip | Intro}}, {{ :dm:01_data_understanding.zip | KNIME DU+DP}} | [[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/Lecture%206%20-%20Lab_%20Data%20Understanding%20%26%20Preparation%20(cont.)-20211004_110939-Registrazione%20della%20riunione.mp4?web=1|Lecture 6]] | Citraro | | |6.| 04.10.2021 11:00-12:45 | Aula Fib C | Lab: Data Understanding & Preparation -- Python (cont.) & KNIME | Dataset: {{ :dm:titanic.csv.zip | Titanic}} {{ :dm:hands_on_dm1_pt2.zip |Hands-On Python (Titanic)}}, {{ :dm:titanic_data_understanding2.ipynb.zip | Titanic DU+DP (complete)}} KMIME: {{ :dm:00_start_with_knime.zip | Intro}}, {{ :dm:01_data_understanding.zip | KNIME DU+DP}} | [[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/Lecture%206%20-%20Lab_%20Data%20Understanding%20%26%20Preparation%20(cont.)-20211004_110939-Registrazione%20della%20riunione.mp4?web=1|Lecture 6]] | Citraro | |
|7. | 07.10.2021 11:00-12:45 | Aula Fib A1 | Clustering: Intro & K-means | {{ :dm:clustering_1_intro-kmeans_v2.pdf |Clustering intro and k-means}} [revised version] | [[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/General-20211007_110727-Meeting%20Recording.mp4?web=1|Lecture 7]] | Nanni | | |7. | 07.10.2021 11:00-12:45 | Aula Fib A1 | Clustering: Intro & K-means | {{ :dm:clustering_1_intro-kmeans_v2.pdf |Clustering intro and k-means}} [revised version] | [[https://unipiit.sharepoint.com/:v:/r/sites/a__td_52415/Shared%20Documents/General/Recordings/Lecture%207%20-%20Clustering_1-20211007_110727-Meeting%20Recording.mp4?csf=1&web=1&e=N0MiPM|Lecture 7]] | Nanni | |
| | <del>11.10.2021 11:00-12:45</del> | <del>Aula Fib C</del> | | | | | | | | <del>11.10.2021 11:00-12:45</del> | <del>Aula Fib C</del> | | | | | |
|8. | 14.10.2021 11:00-12:45 | Aula Fib A1 | Clustering: k-means | | | Nanni | | |8. | 14.10.2021 11:00-12:45 | Aula Fib A1 | Clustering: k-means | | [[https://unipiit.sharepoint.com/:v:/r/sites/a__td_52415/Shared%20Documents/General/Recordings/Lecture%208%20%20-%20Clustering_2-20211014_110548-Meeting%20Recording.mp4?csf=1&web=1&e=3NTFy6|Lecture 8]] | Nanni | |
| | <del>18.10.2021 11:00-12:45</del> | <del>Aula Fib C</del> | | | | | | | | <del>18.10.2021 11:00-12:45</del> | <del>Aula Fib C</del> | | | | | |
|9. | 21.10.2021 11:00-12:45 | Aula Fib A1 | Clustering: Hierarchical methods | | | Nanni | | |9. | 21.10.2021 11:00-12:45 | Aula Fib A1 | Clustering: Hierarchical methods |{{ :dm:clustering_2_hierarchical.pdf |Clustering: Hierarchical Methods}} | [[https://unipiit.sharepoint.com/:v:/s/a__td_52415/EeNn5yX1cgVJoPKX-6lhndkB0XWKk9bfeYyau6MFJto5Hg?email=a010703%40unipi.it&e=dGXqcS|Lecture 9]] | Nanni | |
|10. | 25.10.2021 11:00-12:45 | Aula Fib C | Clustering: density-base methods & exercises| | | Nanni | | |10. | 25.10.2021 11:00-12:45 | Aula Fib C | Clustering: density-base methods & exercises| {{ :dm:clustering_3_dbscan.pdf |Clustering: Density-based methods}} | [[https://unipiit.sharepoint.com/:v:/r/sites/a__td_52415/Shared%20Documents/General/Recordings/Lecture%2010%20-%20Clustering_4-20211025_111320-Meeting%20Recording.mp4?csf=1&web=1&e=nLgpyy|Lecture 10]] | Nanni | |
|11. | 28.10.2021 11:00-12:45 | Aula Fib A1 | Lab: Clustering | | | Citraro | | |11. | 28.10.2021 11:00-12:45 | Aula Fib A1 | Lab: Clustering | {{ :dm:hands_on_dm1_clustering.zip | Python Hands-On Clust. (Iris)}} {{ :dm:titanic_clustering.ipynb.zip | Python Titanic}} {{ :dm:knime_clustering.zip | Knime }} | [[https://unipiit.sharepoint.com/:v:/r/sites/a__td_52415/Shared%20Documents/General/Recordings/General-20211028_110713-Registrazione%20della%20riunione.mp4?csf=1&web=1&e=QWV4UW|Lecture 11]] | Citraro | |
| |12. | 04.11.2021 11:00-12:45 | Aula Fib A1 | Classification: intro and decision trees | {{ :dm:classification_1_decision_trees_v3.pdf |Classification and decision trees (updated 11.11.2021)}} | [[https://unipiit.sharepoint.com/:v:/r/sites/a__td_52415/Shared%20Documents/General/Recordings/Lecture%2012%20-%20Classification_1-20211104_110838-Meeting%20Recording.mp4?csf=1&web=1&e=3Z3FhD|Lecture 12]] | Nanni | |
| |13. | 08.11.2021 11:00-12:45 | Aula Fib C | Classification: decision trees/2 | | [[https://unipiit.sharepoint.com/:v:/r/sites/a__td_52415/Shared%20Documents/General/Recordings/Lecture%2013%20-%20Classification_2-20211108_111102-Meeting%20Recording.mp4?csf=1&web=1&e=V4JgxX|Lecture 13]] | Nanni | |
| |14. | 11.11.2021 11:00-12:45 | Aula Fib A1 | Classification: decision trees/3 | | [[https://unipiit.sharepoint.com/:v:/r/sites/a__td_52415/Shared%20Documents/General/Recordings/Lecture%2014%20-%20Classification_3-20211111_111114-Meeting%20Recording.mp4?csf=1&web=1&e=jXOes5|Lecture 14]] | Nanni | |
| |15. | 15.11.2021 11:00-12:45 | Aula Fib C | Classification: decision trees/4 | | [[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/Lecture%2015%20-%20Classification%20_%204-20211115_111659-Meeting%20Recording.mp4?web=1|Lecture 15]] | Nanni | |
| |16. | 18.11.2021 11:00-12:45 | Aula Fib A1 | Classification: decision trees exercises | {{ :dm:exercise_classification_18.11.2021.pdf |Exercise}} | [[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/Lecture%2016%20-%20Classification%20_%205-20211118_111344-Meeting%20Recording.mp4?web=1|Lecture 16]] | Nanni | |
| |17. | 22.11.2021 11:00-12:45 | Aula Fib C | Lab:Classification | {{ :dm:knime_classification.zip | knime_classification}} {{ hands_on_dm1_classification_titanic.zip | Hands_on_Python_Titanic}} {{ classification_iris_python.zip | Python_Iris}} | Online: **TBD** [[https://web.microsoftstream.com/video/10ca5949-cc6b-471c-9ea9-87c5d1d28981|Lecture 17 (offline)]] | Citraro | |
| |18. | 25.11.2021 11:00-12:45 | Aula A1 | Pattern Mining - 1 | {{ 2-dm2-restructured_assoc.pdf |Slides}} | [[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/Lecture%2018%20-%20Pattern%20mining%20%26%20association%20rules-20211125_111501-Registrazione%20della%20riunione.mp4?web=1|Lecture 18]] | Pedreschi | |
| |19. | 29.11.2021 11:00-12:45 | Aula C | Pattern Mining - 2 | | [[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/Meeting%20in%20_General_-20211129_111544-Meeting%20Recording.mp4?web=1|Lecture 19]]| Pedreschi | |
| |20. | 02.12.2021 11:00-12:45 | Aula A1 | Lab: Pattern Mining | {{ :dm:ex-frequentpatterns-ar.pdf | Apriori Exercise}} {{hands_on_dm1_pattern_mining.zip| Hands_on_Python_Titanic}} {{ :dm:pattern_knime.zip |KNIME}} | [[https://unipiit.sharepoint.com/sites/a__td_52415/Shared%20Documents/General/Recordings/Riunione%20in%20_Generale_-20211202_110709-Registrazione%20della%20riunione.mp4?web=1|Lecture 20]]| Citraro | |
===== Second Semester (DM2 - Data Mining: Advanced Topics and Applications) ===== | ===== Second Semester (DM2 - Data Mining: Advanced Topics and Applications) ===== |
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- Assigned: 30/09/2021 | - Assigned: 30/09/2021 |
- MidTerm Deadline: **21/11/2021** (half project required, i.e., Data understanding & Preparation and at least 2 clustering algorithms) | - MidTerm Deadline: **21/11/2021** (half project required, i.e., Data understanding & Preparation and at least 2 clustering algorithms) |
- Final Deadline: **TBD** (complete project required) | - Final Deadline: **14/01/2022** (complete project required) |
- Data: choose between {{ :dm:glasgow_norms.zip | Glasgow Norms}}, {{ :dm:Seismic_Bumps.zip | Seismic Bumps}} | - Data: choose between {{ :dm:glasgow_norms.zip | Glasgow Norms}}, {{ :dm:Seismic_Bumps.zip | Seismic Bumps}} |
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===== Exam Sessions ===== | ===== Exam Sessions ===== |
^ Session ^ Date ^ Time ^ Room ^ Notes ^ Marks ^ | ^ Session ^ Date ^ Time ^ Room ^ Notes ^ Marks ^ |
|1.|16.01.2019| 14:00 - 18:00| [[https://teams.microsoft.com/l/team/19%3aeebd8a88148d433582ca36bc54d6e441%40thread.tacv2/conversations?groupId=adba5ac4-f242-40be-b8aa-e375da1d4f2c&tenantId=c7456b31-a220-47f5-be52-473828670aa1|MS Teams]] | Please, use the system for registration: https://esami.unipi.it/ | | | |1.|11.01.2022| 14:00 - 18:00| [[https://teams.microsoft.com/l/team/19%3aeebd8a88148d433582ca36bc54d6e441%40thread.tacv2/conversations?groupId=adba5ac4-f242-40be-b8aa-e375da1d4f2c&tenantId=c7456b31-a220-47f5-be52-473828670aa1|MS Teams]] | Please, use the system for registration: https://esami.unipi.it/ | | |
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===== Past Exams ===== | ===== Past Exams ===== |