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 ;-)
 +
* 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!!!
Line 31: Line 38:
 
|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
+
|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 || 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 48:
 
|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.
 +
 
 +
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_2022_2023_Course_Intro.pdf |[2022/2023] Course Intro]] by Matteo Matteucci and Filippo Renga
* [Smart Agrifood Scenario] by Filippo Renga  
+
* [[Media:DASA_2022_2023_SmartAgriFood.pdf |[2022/2023] Smart Agrifood Scenario]] by Filippo Renga  
* [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_2022_2023_Data_Analysis.pdf |[2022/2023] Intro to Data Analysis]] by Matteo Matteucci
 +
* [[Media:DASA_2022_2023_Regression.pdf |[2022/2023] 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!]
 +
 
 +
===Some data sources===
 +
 
 +
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]
 +
* [https://www.kaggle.com/datasets?tags=12001-Agriculture Kaggle Agriculture Dataset]
 +
* [https://data.world/datasets/agriculture Agriculture topic on Data.World]
 +
* [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]

Revision as of 00:56, 23 November 2022


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

* 23/11/2022: Uploaded slides on Data Valorization
* 15/11/2022: Update to the calendar (2 classes) and link to the 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
* 12/09/2022: the course starts today!!!

Course Aim & Organization

Teachers

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

Course Program

Detailed course schedule

Lecture are:

* On Monday, in room 25.1.1, starts at 16:30 ends at 18:00
* On Friday, in room 25.1.4, starts at 14:30 ends at 16:00

A detailed schedule follows:

Date Day Time Room Teacher Topic
12/09/2022 Monday 17:30-19:00 25.1.1 Matteo Matteucci Course Intro
16/09/2022 Friday 14:30-16:00 25.1.4 Filippo Renga Smart Agrifood Scenario
19/09/2022 Monday 16:30-18:00 25.1.1 Filippo Renga Principles of Data Strategy
23/09/2022 Friday 14:30-16:00 -- -- -- No Lecture --
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
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 Riccardo Bertoglio Pandas
10/10/2022 Monday 16:30-18:00 25.1.1 Matteo Matteucci Data sources and regression intro
14/10/2022 Friday 13:30-15:00 25.1.4 Matteo Matteucci 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 Data Valorization
24/10/2022 Monday 16:30-18:00 25.1.1 Matteo Matteucci 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 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 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

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