Difference between revisions of "Data Analysis for Smart Agriculture"

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The following are last-minute news you should be aware of ;-)
 
The following are last-minute news you should be aware of ;-)
 +
* 16/09/2024: The course starts today!
 +
 +
<!--  * 18/10/2023: Teams have been finalized, you can find them in the [https://docs.google.com/spreadsheets/d/17jdIeMhLs-hiuVCFBbwjaOl3vVRmk_UvqhjPAkycbGI/edit?usp=sharing document to book project clinics]
 +
* 15/09/2023: The course starts today!!!
 +
* 23/11/2022: Uploaded slides on Data Valorization
 +
* 15/11/2022: Update to the calendar (2 classes) and link to the [https://docs.google.com/spreadsheets/d/1q49bB99ayjBVYVc0pBsWgIZpZAxX_D-EIiMOpUVQcQ4/edit?usp=sharing project clinic booking]
 +
* 03/11/2022: Last set of slides (clustering) have been published
 +
* 19/10/2022: Groups have been sent to students + added a second date for project evaluation
 +
* 11/10/2022: Change in the time of 14/10/2022 lecture!!
 +
* 09/10/2022: New slides published and links to datasets
 +
* 30/09/2022: Detailed final calendar published ... minor changes are expected
 
  * 22/09/2022: on Friday 23/09/2022 there will be no lecture
 
  * 22/09/2022: on Friday 23/09/2022 there will be no lecture
 
  * 12/09/2022: the course starts today!!!
 
  * 12/09/2022: the course starts today!!!
 +
-->
  
 
==Course Aim & Organization==
 
==Course Aim & Organization==
Line 10: Line 22:
 
===Teachers===
 
===Teachers===
  
−
The course is composed of a blending of lectures and labs by the course teacher and a teaching assistant.
+
The course is composed of a blending of lectures and labs by the course teachers and a teaching assistant.
  
 
* [http://www.deib.polimi.it/ita/personale/dettagli/267262 Matteo Matteucci]: the teacher from DEIB  
 
* [http://www.deib.polimi.it/ita/personale/dettagli/267262 Matteo Matteucci]: the teacher from DEIB  
 
* [https://www.som.polimi.it/professor/filippo-maria-renga/ Filippo Renga]: the teacher from DIG
 
* [https://www.som.polimi.it/professor/filippo-maria-renga/ Filippo Renga]: the teacher from DIG
−
* [https://www.deib.polimi.it/ita/personale/dettagli/975644 Riccardo Bertoglio]: the teaching assistant
+
* [https://www.deib.polimi.it/ita/personale/dettagli/1199418 Mirko Usuelli]: the teaching assistant
  
 
===Course Program===
 
===Course Program===
Line 22: Line 34:
  
 
Lecture are:
 
Lecture are:
−
  * On Monday, in room 25.1.1, starts at 16:30 ends at 18:00
+
  * On Monday, in room 25.1.5, starts at 16:30 ends at 18:00
−
  * On Friday, in room 25.1.4, starts at 14:30 ends at 16:00
+
  * On Friday, in room 7.1.2, starts at 14:30 ends at 16:00
  
 
A detailed schedule follows:
 
A detailed schedule follows:
Line 31: Line 43:
 
|Date || Day || Time || Room || Teacher || Topic
 
|Date || Day || Time || Room || Teacher || Topic
 
|-
 
|-
−
|12/09/2022 || Monday || 17:30-19:00 || 25.1.1 || Matteo Matteucci || Course Intro
+
|16/09/2024 || Monday || 16:30-18:00 || 25.1.5 || ALL || [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=fb4d321bc2e233c3f022d35881f903bf Course Intro]
 +
|-
 +
|20/09/2024 || Friday || 14:30-16:00 || 7.1.2 || Filippo Renga || [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=d43307bf17ad62febc945f1a2f775edd Principle of Data Strategy]
 +
|-
 +
|23/09/2024 || Monday || 16:30-18:00 || 25.1.5 || Filippo Renga|| [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=9ed007711a59991ab4ae5819f879cf8b Data Valorization]
 +
|-
 +
|27/09/2024 || Friday || 14:30-16:00 || 7.1.2 || Filippo Renga|| Introduction to projects and project groups
 +
|-
 +
|30/09/2024 || Monday || --- || --- || Students|| Use case search ...
 +
|-
 +
|04/10/2024 || Friday || 14:30-16:00 || 7.1.2 || Mirko Usuelli|| [https://politecnicomilano.webex.com/webappng/sites/politecnicomilano/recording/047e8acd0f5243b1bff38995bb782ec2/playback Intro to python]
 +
|-
 +
|07/10/2024 || Monday || 16:30-18:00 || 25.1.5 || Mirko Usuelli|| [https://politecnicomilano.webex.com/recordingservice/sites/politecnicomilano/recording/playback/41da2c8c3e02461ba8606bfeaf01fac2 Intro to Panda] and [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=33ab5a6c5d1fdf055ed1cb1e02773ba9 Data Cleaning]
 +
|-
 +
|11/10/2024 || Friday || 14:30-16:00 || 7.1.2 || Mirko Usuelli|| Data Clinic and Project Clinic
 +
|-
 +
|14/10/2024 || Monday || --- || --- || Students|| Use case search ...
 +
|-
 +
|18/10/2024 || Friday || --- || --- || Students|| Use case search ...
 +
|-
 +
|21/10/2024 || Monday || 16:30-18:00 || 25.1.5 || Matteo Matteucci|| Flipped Class on Regression and Data Sources
 +
|-
 +
|25/10/2024 || Friday || 14:30-16:00 || 7.1.2 || Mirko Usuelli|| [https://politecnicomilano.webex.com/weblink/pmtg/adaf70e54fcc403590f519cdd04c955b Regression with Scikit]
 +
|-
 +
|28/10/2024 || Monday || 16:30-18:00 || 25.1.5 || Matteo Matteucci + Filippo Renga|| Project presentations
 +
|-
 +
|01/11/2024 || Friday || --- || --- || Students|| Use case search ...
 +
|-
 +
|04/11/2024 || Monday || 16:30-18:00 || 25.1.5 || Matteo Matteucci|| Flipped Class on Classification
 +
|-
 +
|08/11/2024 || Friday || 14:30-16:00 || 7.1.2 || Filippo Renga|| SAL on Data Sources
 +
|-
 +
|11/11/2024 || Monday || --- || --- || Students|| Use case search ...
 +
|-
 +
|15/11/2024 || Friday || 14:30-16:00 || 7.1.2 || Mirko Usuelli|| [Classification with Scikit]
 +
|-
 +
|18/11/2024 || Monday || 16:30-18:00 || 25.1.5 || Matteo Matteucci|| Flipped Class on Clustering
 +
|-
 +
|22/11/2024 || Friday || 14:30-16:00 || 7.1.2 || Mirko Usuelli || [Classification with Clustering]
 +
|-
 +
|25/11/2024 || Monday || 16:30-18:00 || 25.1.5 || Matteo Matteucci + Filippo Renga || Project clinic
 +
|-
 +
|29/11/2024 || Friday || 14:30-16:00 || 7.1.2 || Matteo Matteucci || SAL on Processing
 +
|-
 +
|02/12/2024 || Monday || 16:30-18:00 || 25.1.5 || Matteo Matteucci || Project clinic
 +
|-
 +
|06/12/2024 || Friday || 14:30-16:00 || 7.1.2 || Filippo Renga + Mirko Usuelli ||  Project clinic
 +
|-
 +
|09/12/2024 || Monday || 16:30-18:00 || 25.1.5 || Matteo Matteucci || Project clinic
 +
|-
 +
|13/12/2024 || Friday || 14:30-16:00 || 7.1.2 || Filippo Renga + Mirko Usuelli || SAL on Data Value
 +
|-
 +
|16/12/2024 || Monday || 16:30-18:00 || 25.1.5 || Matteo Matteucci || Project clinic
 +
|-
 +
|20/12/2024 || Friday || 14:30-16:00 || 7.1.2 || Matteo Matteucci + Filippo Renga + Mirko Usuelli || Exam
 +
|-
 +
|}
 +
 
 +
 
 +
<!--
 +
{| border="1" align="center" style="text-align:center;"
 +
|-
 +
|Date || Day || Time || Room || Teacher || Topic
 +
|-
 +
|15/09/2023 || Friday || 14:30-16:00 || 7.1.2 || ALL || [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=cbb9ae05c466fa1579c850c51b4863fd Course Intro]
 +
|-
 +
|18/09/2023 || Monday || 16:30-18:00 || 25.1.1 || Filippo Renga || [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=a5f7a23f9698e91c2a734e63eb8f676f Principle of Data Strategy]
 +
|-
 +
|22/09/2023 || Friday || 14:30-16:00 || 7.1.2 || Filippo Renga || [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=79fc42fa1072dadd3a882dbab7187bdc Smart Agrifood Scenario]
 +
|-
 +
|25/09/2023 || Monday || 16:30-18:00 || 25.1.1 || Filippo Renga || [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=9ed007711a59991ab4ae5819f879cf8b Lab of Data Strategy]
 +
|-
 +
|29/09/2023 || Friday || 14:30-16:00 || 7.1.2 || ALL || [Preliminary Project Brainstorming]
 +
|-
 +
|02/10/2023 || Monday || 16:30-18:00 || 25.1.1 || Matteo Matteucci|| [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=26bb6b514ecbcda4cccc2559479270bc Intro to Data Analysis (last year recording)]
 +
|-
 +
|06/10/2023 || Friday || 14:30-16:00 || 7.1.2 || Riccardo Bertoglio|| [Python and NumPy]
 +
|-
 +
|09/10/2023 || Monday || 16:30-18:00 || 25.1.1 || Riccardo Bertoglio|| [Pandas]
 +
|-
 +
|13/10/2023 || Friday || 14:30-16:00 || 7.1.2 || Matteo Matteucci|| [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=a1d2fc80ae2e7513eafe6e7b4af36f77 ML Intro and Linear Regression]
 +
|-
 +
|16/10/2023 || Monday || 16:30-18:00 || 25.1.1 || Matteo Matteucci|| [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=b2cc12a4ef5349e36cfc1f9e97364dd7 Regression]
 +
|-
 +
|20/10/2023 || Friday || 14:30-16:00 || 7.1.2 || Riccardo Bertoglio|| [Lab on Regression]
 +
|-
 +
|23/10/2023 || Monday || 16:30-18:00 || 25.1.1 || Matteo Matteucci|| [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=f09c394c5e4eee60a2633da5e4d6676c Classification]
 +
|-
 +
|27/10/2023 || Friday || 14:30-16:00 || 7.1.2 || Riccardo Bertoglio|| [Lab on Classification]
 +
|-
 +
|30/10/2023 || Monday || 16:30-18:00 || 25.1.1 || Filippo Renga|| [Data Valorization]
 +
|-
 +
|03/11/2023 || Friday || 14:30-16:00 || 7.1.2 || -- || -- No Lecture --
 +
|-
 +
|06/11/2023 || Monday || 16:30-18:00 || 25.1.1 || -- || -- No Lecture --
 +
|-
 +
|10/11/2023 || Friday || 14:30-16:00 || 7.1.2 || ALL || [Project Brainstorming]
 +
|-
 +
|13/11/2023 || Monday || 16:30-18:00 || 25.1.1 || Matteo Matteucci || [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=5aefeb325b76a7673f4339d107527c70 Clustering]
 +
|-
 +
|17/11/2023 || Friday || 14:30-16:00 || 7.1.2 || Riccardo Bertoglio || [Lab on Clustering]
 +
|-
 +
|20/11/2023 || Monday || 16:30-18:00 || 25.1.1 || Matteo Matteucci || [Project Clinic]
 +
|-
 +
|24/11/2023 || Friday || 14:30-16:00 || 7.1.2 || Filippo Renga || [Project Clinic]
 +
|-
 +
|27/11/2023 || Monday || 16:30-18:00 || 25.1.1 || Filippo Renga || [Project Clinic]
 +
|-
 +
|01/12/2023 || Friday || 14:30-16:00 || 7.1.2 || Matteo Matteucci || [Project Clinic]
 +
|-
 +
|04/12/2023 || Monday || 16:30-18:00 || 25.1.1 || Matteo Matteucci || [Project Clinic]
 +
|-
 +
|08/12/2023 || Friday || 14:30-16:00 || 7.1.2 || -- || -- No Lecture --
 +
|-
 +
|11/12/2023 || Monday || 16:30-18:00 || 25.1.1 || Riccardo Bertoglio || [Project Clinic]
 +
|-
 +
|15/12/2023 || Friday || 14:30-16:00 || 7.1.2 || Matteo Matteucci + Filippo Renga || [Project Checkpoint]
 +
|-
 +
|18/12/2023 || Monday || 16:30-18:00 || 25.1.1 || ALL || [Project Evaluation]
 +
|-
 +
|22/12/2023 || Friday || 14:30-16:00 || 7.1.2 || ALL || [(Optional) Project Evaluation]
 +
|-
 +
|}
 +
 
 +
{| border="1" align="center" style="text-align:center;"
 +
|-
 +
|Date || Day || Time || Room || Teacher || Topic
 +
|-
 +
|12/09/2022 || Monday || 17:30-19:00 || 25.1.1 || Matteo Matteucci || [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=2a07ce102d915e520f7db9cc87fe4979 Course Intro]
 
|-
 
|-
 
|16/09/2022 || Friday || 14:30-16:00 || 25.1.4 || Filippo Renga || [https://politecnicomilano.webex.com/recordingservice/sites/politecnicomilano/recording/playback/790937d917ea103bbbfc0050568128aa Smart Agrifood Scenario]
 
|16/09/2022 || Friday || 14:30-16:00 || 25.1.4 || Filippo Renga || [https://politecnicomilano.webex.com/recordingservice/sites/politecnicomilano/recording/playback/790937d917ea103bbbfc0050568128aa Smart Agrifood Scenario]
 
|-
 
|-
−
|19/09/2022 || Monday || 16:30-18:00 || 25.1.1 || Filippo Renga || Principles of Data Strategy
+
|19/09/2022 || Monday || 16:30-18:00 || 25.1.1 || Filippo Renga || [https://politecnicomilano.webex.com/recordingservice/sites/politecnicomilano/recording/74b17de71a55103badbf00505681283b/playback Principles of Data Strategy]
 
|-
 
|-
 
|23/09/2022 || Friday || 14:30-16:00 || -- || -- || -- No Lecture --
 
|23/09/2022 || Friday || 14:30-16:00 || -- || -- || -- No Lecture --
Line 41: Line 181:
 
|26/09/2022 || Monday || 16:30-18:00 || 25.1.1 || Filippo Renga || Lab on Data Strategy
 
|26/09/2022 || Monday || 16:30-18:00 || 25.1.1 || Filippo Renga || Lab on Data Strategy
 
|-
 
|-
−
|30/09/2022 || Friday || 14:30-16:00 || 25.1.4 || Matteo Matteucci || Intro to data analysis
+
|30/09/2022 || Friday || 14:30-16:00 || 25.1.4 || Matteo Matteucci || [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=26bb6b514ecbcda4cccc2559479270bc Intro to data analysis]
 
|-
 
|-
−
|03/10/2022 || Monday || 16:30-18:00 || 25.1.1 || ... || ...
+
|03/10/2022 || Monday || 16:30-18:00 || 25.1.1 || Riccardo Bertoglio || Python and NumPy
 
|-
 
|-
−
|07/10/2022 || Friday || 14:30-16:00 || 25.1.4 || ... || ...
+
|07/10/2022 || Friday || 14:30-16:00 || 25.1.4 || Riccardo Bertoglio || Pandas
 
|-
 
|-
−
|... || ... || ... || ... || ... || ...
+
|10/10/2022 || Monday || 16:30-18:00 || 25.1.1 || Matteo Matteucci || [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=029292c2f3dd4700ac112f80d4f9cc56 Data sources and regression intro]
 
|-
 
|-
−
|... || ... || ... || ... || ... || ...
+
|14/10/2022 || Friday || 13:30-15:00 || 25.1.4 || Matteo Matteucci || [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=9eecaf7ca015491bf4afeeebf656d57a Regression]
 +
|-
 +
|17/10/2022 || Monday || 16:30-18:00 || 25.1.1 || Riccardo Bertoglio || Regression lab
 +
|-
 +
|21/10/2022 || Friday || 14:30-16:00 || 25.1.4 || Filippo Renga || [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=8345ac725f15c67e05d8ef09d4adda20 Data Valorization]
 +
|-
 +
|24/10/2022 || Monday || 16:30-18:00 || 25.1.1 || Matteo Matteucci || [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=f0f3a91391aa6a195894ca9db741dccd Classification]
 +
|-
 +
|28/10/2022 || Friday || 14:30-16:00 || 25.1.4 || Riccardo Bertoglio || Classification lab
 +
|-
 +
|31/10/2022 || Monday || 16:30-18:00 || 25.1.1 || -- Holidays -- || -- Holidays --
 +
|-
 +
|04/11/2022 || Friday || 14:30-16:00 || 25.1.4 || Matteo Matteucci || [https://politecnicomilano.webex.com/politecnicomilano/ldr.php?RCID=b888b383b300cb3956a54fee042df359 Clustering]
 +
|-
 +
|07/11/2022 || Monday || 16:30-18:00 || 25.1.1 || -- No lecture -- || -- No lecture --
 +
|-
 +
|11/11/2022 || Friday || 14:30-16:00 || 25.1.4 || Riccardo Bertoglio|| Clustering Lab
 +
|-
 +
|14/11/2022 || Monday || 16:30-18:00 || 25.1.1 || Matteo Matteucci + Filippo Renga + Riccardo Bertoglio|| Project brainstorming
 +
|-
 +
|18/11/2022 || Friday || 14:30-16:00 || 25.1.4 || Matteo Matteucci || Project clinic
 +
|-
 +
|21/11/2022 || Monday || 16:30-18:00 || 25.1.1 || Filippo Renga || Project Clinic
 +
|-
 +
|25/11/2022 || Friday || 14:30-16:00 || 25.1.4 || Filippo Renga || Project clinic
 +
|-
 +
|28/11/2022 || Monday || 16:30-18:00 || 25.1.1 || Matteo Matteucci || Project clinic
 +
|-
 +
|02/12/2022 || Friday || 14:30-16:00 || 25.1.4 || Riccardo Bertoglio || Project clinic
 +
|-
 +
|05/12/2022 || Monday || 16:30-18:00 || Sala Seminari N. Schiavoni DEIB (building 20) || Riccardo Bertoglio || Project clinic
 +
|-
 +
|09/12/2022 || Friday || 14:30-16:00 || 25.1.4 || -- Holidays -- || -- Holidays --
 +
|-
 +
|12/12/2022 || Monday || 16:30-18:00 || 25.1.1 || Matteo Matteucci + Filippo Renga || Project Check
 +
|-
 +
|16/12/2022 || Friday || 14:30-16:00 || Sala Seminari N. Schiavoni DEIB (building 20) || Matteo Matteucci + Riccardo Bertoglio || Project clinic
 +
|-
 +
|19/12/2022 || Monday || 16:30-18:00 || 25.1.1 || Matteo Matteucci + Filippo Renga || Project evaluation
 +
|-
 +
|23/12/2022 || Friday || 14:30-16:00 || 25.1.4 || Matteo Matteucci + Filippo Renga || Project evaluation
 +
|-
 +
|11/01/2023 || Wednesday || 15:00-18:00 || 25.1.4 || Matteo Matteucci + Filippo Renga || Project evaluation
 
|}
 
|}
 +
-->
  
−
===Course Evaluation===
+
===Course Evaluation and Project Clinics===
  
−
The course is intended to be a hands-on practical project course, students are expected to face a project "in group" ... more details will follow soon
+
The course is intended to be a hands-on practical project course, students are expected to face a project "in group".
 +
 
 +
During project clinics meeting students have the opportunity to work together on the projects and/or to talk with the teachers discussing advancements and follow-ups.
 +
 
 +
<!--
 +
In this [https://docs.google.com/spreadsheets/d/1q49bB99ayjBVYVc0pBsWgIZpZAxX_D-EIiMOpUVQcQ4/edit?usp=sharing document you can book] a slot to talk with a professor. Please consider we will have 25-30 minutes slots, we expect on average 3 to 4 teams per day.
 +
-->
 +
 
 +
In this [https://docs.google.com/spreadsheets/d/17jdIeMhLs-hiuVCFBbwjaOl3vVRmk_UvqhjPAkycbGI/edit?usp=sharing document you can book] a slot to talk with a professor. Please consider we will have 25-30 minutes slots, we expect on average 3 to 4 teams per day.
 +
 
 +
You can always write to us directly (keep all teachers cced) in case you need and express meeting and there are no slots available.
  
 
===Course Slides===
 
===Course Slides===
  
−
Here the slides used during classes
+
Here the slides used during classes  
−
* [[Media:DASA_2022_2023_Course_Intro.pdf |[2022/2023] Course Intro]] by Matteo Matteucci and Filippo Renga
+
* [[Media:DASA_2024_2025_Course_Intro.pdf |[2024/2025] Course Intro]] by Matteo Matteucci and Filippo Renga
−
* [[Media:DASA_2022_2023_SmartAgriFood.pdf |[2022/2023] Smart Agrifood Scenario]] by Filippo Renga  
+
* [[Media:DASA_2024_2025_Data_Strategy.pdf |[2024/2025] Principles of Data Strategy]] by Filippo Renga
−
* [[Media:DASA_2022_2023_Data_Strategy.pdf |[2022/2023] Principles of Data Strategy]] by Filippo Renga
+
* [[Media:DASA_2024_2025_Data_Valorization.pdf |[2024/2025] Data valorization]] by Filippo Renga
−
* ...
+
* [[Media:DASA_2024_2025_Projects.pdf |[2024/2025] Introduction to projects]] and [[Media:DASA_2024_2025_Groups.pdf |groups]] by Filippo Renga
 +
 
 +
Last year material for flipped classes!!!
 +
<!-- * [[Media:DASA_2023_2024_SmartAgriFood.pdf |[2023/2024] Smart Agrifood Scenario]] by Filippo Renga -->
 +
<!-- * [[Media:DASA_2023_2024_Projects.pdf |[2023/2024] Introduction to projects]] by Filippo Renga -->
 +
* [[Media:DASA_2023_2024_Data_Analysis.pdf |[2023/2024] Intro to Data Analysis]] by Matteo Matteucci
 +
* [[Media:DASA_2023_2024_Regression.pdf |[2023/2024] Intro to Regression]] by Matteo Matteucci
 +
* [[Media:DASA_2022_2023_Classification.pdf |[2022/2023] Intro to Classification]] by Matteo Matteucci
 +
* [[Media:DASA_2022_2023_Clustering.pdf |[2022/2023] Intro to Clustering]] by Matteo Matteucci
 +
<!--* [[Media:DASA_2022_2023_Data_Valorization.pdf |[2022/2023] Data Valorization]] by Filippo Renga-->
 +
 
 +
You can find here the [https://polimi365-my.sharepoint.com/:f:/g/personal/10104160_polimi_it/EtBdrLCOiXtAgNeKY8ITy1EBwGD2biBGyYyCEdmqVV--Nw?e=ipQVhH Material for practicals!]
 +
 
 +
<!--
 +
https://politecnicomilano.webex.com/recordingservice/sites/politecnicomilano/recording/f727748222e9103bb3fe005056815a1e/playback?from_login=true
 +
https://politecnicomilano.webex.com/recordingservice/sites/politecnicomilano/recording/56324a504bf2103cb6afba6a9e22d3c3/playback
 +
https://politecnicomilano.webex.com/recordingservice/sites/politecnicomilano/recording/d95903004e5e103cbff08649325104d1/playback
 +
https://politecnicomilano.webex.com/recordingservice/sites/politecnicomilano/recording/55a063f753df103cbe77bada9b8da9ca/playback
 +
https://politecnicomilano.webex.com/recordingservice/sites/politecnicomilano/recording/cae5cd076468103c92ef1a396010afd2/playback
 +
-->
 +
 
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===Some data sources===
 +
 
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The following are some links to data sources which might become handy when working on the projects
 +
* [https://datasetsearch.research.google.com/ Google dataset search]
 +
* [https://ourworldindata.org/ Our World in Data]
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* [https://www.kaggle.com/datasets?tags=12001-Agriculture Kaggle Agriculture Dataset]
 +
* [https://data.world/datasets/agriculture Agriculture topic on Data.World]
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* [https://ec.europa.eu/eurostat/web/agriculture/data/database Eurostat data about agriculture]
 +
* [https://www.usda.gov/content/usda-open-data-catalog US Department of Agriculture Open Data Catalog]
 +
* [https://data.gov.ie/dataset?tags=agriculture Datasets about agriculture on Data.Gov.Ie]
 +
* [https://www.fao.org/faolex/opendata/en/ FAOULEX Dataset]
 +
* [https://sedac.ciesin.columbia.edu/theme/agriculture/data/sets/browse Sedac Datasets on Agriculture and Food Security]
 +
* [https://zdataset.com/category/free-dataset/?gclid=Cj0KCQjw4omaBhDqARIsADXULuULHMZSZRA9mLQ-nH7RICo1s7O_NL7iOfxBFdTN7RJwjqTAY601_lkaAuqxEALw_wcB Zenodo Datasets]

Latest revision as of 09:36, 28 October 2024


The following are last-minute news you should be aware of ;-) 

* 16/09/2024: The course starts today!


Course Aim & Organization

Teachers

The course is composed of a blending of lectures and labs by the course teachers and a teaching assistant.

Course Program

Detailed course schedule

Lecture are: 

* On Monday, in room 25.1.5, starts at 16:30 ends at 18:00
* On Friday, in room 7.1.2, starts at 14:30 ends at 16:00

A detailed schedule follows:

Date Day Time Room Teacher Topic
16/09/2024 Monday 16:30-18:00 25.1.5 ALL Course Intro
20/09/2024 Friday 14:30-16:00 7.1.2 Filippo Renga Principle of Data Strategy
23/09/2024 Monday 16:30-18:00 25.1.5 Filippo Renga Data Valorization
27/09/2024 Friday 14:30-16:00 7.1.2 Filippo Renga Introduction to projects and project groups
30/09/2024 Monday --- --- Students Use case search ...
04/10/2024 Friday 14:30-16:00 7.1.2 Mirko Usuelli Intro to python
07/10/2024 Monday 16:30-18:00 25.1.5 Mirko Usuelli Intro to Panda and Data Cleaning
11/10/2024 Friday 14:30-16:00 7.1.2 Mirko Usuelli Data Clinic and Project Clinic
14/10/2024 Monday --- --- Students Use case search ...
18/10/2024 Friday --- --- Students Use case search ...
21/10/2024 Monday 16:30-18:00 25.1.5 Matteo Matteucci Flipped Class on Regression and Data Sources
25/10/2024 Friday 14:30-16:00 7.1.2 Mirko Usuelli Regression with Scikit
28/10/2024 Monday 16:30-18:00 25.1.5 Matteo Matteucci + Filippo Renga Project presentations
01/11/2024 Friday --- --- Students Use case search ...
04/11/2024 Monday 16:30-18:00 25.1.5 Matteo Matteucci Flipped Class on Classification
08/11/2024 Friday 14:30-16:00 7.1.2 Filippo Renga SAL on Data Sources
11/11/2024 Monday --- --- Students Use case search ...
15/11/2024 Friday 14:30-16:00 7.1.2 Mirko Usuelli [Classification with Scikit]
18/11/2024 Monday 16:30-18:00 25.1.5 Matteo Matteucci Flipped Class on Clustering
22/11/2024 Friday 14:30-16:00 7.1.2 Mirko Usuelli [Classification with Clustering]
25/11/2024 Monday 16:30-18:00 25.1.5 Matteo Matteucci + Filippo Renga Project clinic
29/11/2024 Friday 14:30-16:00 7.1.2 Matteo Matteucci SAL on Processing
02/12/2024 Monday 16:30-18:00 25.1.5 Matteo Matteucci Project clinic
06/12/2024 Friday 14:30-16:00 7.1.2 Filippo Renga + Mirko Usuelli Project clinic
09/12/2024 Monday 16:30-18:00 25.1.5 Matteo Matteucci Project clinic
13/12/2024 Friday 14:30-16:00 7.1.2 Filippo Renga + Mirko Usuelli SAL on Data Value
16/12/2024 Monday 16:30-18:00 25.1.5 Matteo Matteucci Project clinic
20/12/2024 Friday 14:30-16:00 7.1.2 Matteo Matteucci + Filippo Renga + Mirko Usuelli Exam


Course Evaluation and Project Clinics

The course is intended to be a hands-on practical project course, students are expected to face a project "in group".

During project clinics meeting students have the opportunity to work together on the projects and/or to talk with the teachers discussing advancements and follow-ups.


In this document you can book a slot to talk with a professor. Please consider we will have 25-30 minutes slots, we expect on average 3 to 4 teams per day.

You can always write to us directly (keep all teachers cced) in case you need and express meeting and there are no slots available.

Course Slides

Here the slides used during classes

Last year material for flipped classes!!!

You can find here the Material for practicals!


Some data sources

The following are some links to data sources which might become handy when working on the projects

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