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dm:start [14/10/2021 alle 12:55 (8 mesi fa)]
Mirco Nanni [News]
dm:start [04/12/2021 alle 20:41 (6 mesi fa)]
Fosca Giannotti [First Semester (DM1 - Data Mining: Foundations)]
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   * 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 46sono disponibili sul sito del publisher. -- Chapters 4,and are also available at the publisher's Web site.+    * I capitoli 35sono disponibili sul sito del publisher. -- Chapters 3,and 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 |
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 |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}}
  
dm/start.txt · Ultima modifica: 26/05/2022 alle 12:09 (28 ore fa) da Riccardo Guidotti