{"id":16561,"date":"2020-09-24T08:42:40","date_gmt":"2020-09-24T07:42:40","guid":{"rendered":"https:\/\/dbdmg.polito.it\/wordpress\/?page_id=16561"},"modified":"2021-10-06T11:54:16","modified_gmt":"2021-10-06T10:54:16","slug":"data-science-lab-process-and-methods-2020-2021","status":"publish","type":"page","link":"https:\/\/dbdmg.polito.it\/wordpress\/teaching\/data-science-lab-process-and-methods-2020-2021\/","title":{"rendered":"Data science lab: process and methods (2020\/2021)"},"content":{"rendered":"<style type='text\/css'><span data-mce-type=\"bookmark\" style=\"display: inline-block; width: 0px; overflow: hidden; line-height: 0;\" class=\"mce_SELRES_start\">\ufeff<\/span><br \/>div.pageBlock {<br \/>padding: 20px; background-color: white; margin-bottom: 10px;<br \/>}<br \/>img.sideIcon {<br \/>float: left;<br \/>margin-right: 10px;<br \/>width: 50px;<br \/>margin-top: 5px;<br \/>}<br \/><\/style>\n<div style=\"padding: 20px; font-size: 15px;\">\n<div class=\"pageBlock\">\n<h2>General information<\/h2>\n<p><strong>SSD<\/strong>: ING-INF\/05<br \/>\n<strong>CFU<\/strong>: 8<br \/>\n<strong>Professor<\/strong>: Elena Baralis<br \/>\n<strong>Teaching assistants:<\/strong><br \/>\nTania Cerquitelli (<em>Lessons<\/em>), Andrea Pasini (<em>Python classes<\/em>)<br \/>\n<a href=\"http:\/\/gattanasio.cc\/\">Giuseppe Attanasio<\/a>, <a href=\"https:\/\/f.giobergia.com\/\">Flavio Giobergia<\/a>, Francesco Ventura (<em>Laboratory sessions<\/em>)<\/p>\n<\/div>\n<\/div>\n<p><!-- ------------------------------Exam ---------------------------------------------- --><\/p>\n<div style=\"padding: 20px; font-size: 15px;\">\n<div class=\"pageBlock\" style=\"padding: 20px; background-color: white; margin-bottom: 10px;\">\n<hr \/>\n<h2>Exam<\/h2>\n<p>The following are the key dates for the <strong>2021 september session<\/strong>:<\/p>\n<ul>\n<li><strong>August 24, 2021 (by end of day)<\/strong>: submission platform opens<\/li>\n<li><strong>September 6, 2021<\/strong>: written exam<\/li>\n<li><strong>September 14, 2021, 23:59 CEST<\/strong>: submission platform closes<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>Exam rules: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/Data_Science_Lab___Exam_rules.pdf\">pdf<\/a><\/p>\n<p><strong>The report template<\/strong> (adapted from the official IEEE template) in <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/DSL-report-template.zip\">LaTeX<\/a> (you are <em>strongly<\/em> encouraged to use this one) or <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/DSL-report-template.docx\">Word<\/a> format.<\/p>\n<p><span style=\"background-color: #ffff00;\">Make sure you test your software\/hardware setup before taking the exam. You can find a simulation of the exam (using Respondus + Lockdown Browser) from Portale della didattica (Remote Exams -&gt; <a class=\"policorpolink\" href=\"https:\/\/didattica.polito.it\/apply\/simulazioneLockdown.html\" target=\"_blank\" rel=\"noopener\">Take the simulation test<\/a>)<\/span><\/p>\n<p>Submission platform: <a href=\"http:\/\/trinidad.polito.it:8888\">link<\/a><\/p>\n<p><strong>Fall call<\/strong><\/p>\n<ul>\n<li>Assignment: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/08\/Data_Science_Lab___Project_Assignment_September_2021.pdf\">pdf<\/a><\/li>\n<li>Written scores (06\/09\/2021): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/09\/dsl-written-results-20210906.pdf\">pdf<\/a><\/li>\n<li>Final scores: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/10\/dsl-final-results-20210906.pdf\">pdf<\/a><\/li>\n<\/ul>\n<\/div>\n<div class=\"pageBlock\" style=\"padding: 20px; background-color: white; margin-bottom: 10px;\">\n<h2>Past calls<\/h2>\n<p><strong>Summer call<\/strong><\/p>\n<ul>\n<li>Assignment: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/06\/Data_Science_Lab___Project_Assignment_June_2021.pdf\">pdf<\/a><\/li>\n<li>Written scores (14\/06\/2021): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/06\/results_dsl_14062021_2.pdf\">pdf<\/a> (<strong>new<\/strong> &#8211; 18\/06\/21)<\/li>\n<li>Final scores (30\/07\/2021): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/07\/DSL-June-2021-Parziali-pubblicati.pdf\">pdf<\/a><\/li>\n<\/ul>\n<p><strong>Second call of the winter session:<\/strong><\/p>\n<ul>\n<li>Assignment: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/02\/Data_Science_Lab___Project_Assignment_Winter_2021_second_call.pdf\">pdf<\/a><\/li>\n<li>Written scores (10\/02\/2021): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/02\/results_dsl_10022021.pdf\">pdf<\/a><\/li>\n<li>Final scores: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/03\/DSL-2021_-Valutazioni-Gennaio.pdf\">pdf<\/a><\/li>\n<\/ul>\n<p><strong>First call of the winter session:<\/strong><\/p>\n<ul>\n<li>Assignment: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/01\/Data_Science_Lab___Project_Assignment_Winter_2021_first_call.pdf\">pdf<\/a><\/li>\n<li>Written scores (25\/01\/2021): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/02\/written_results_25012021.pdf\">pdf<\/a><\/li>\n<li>Final scores (25\/01\/2021): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/02\/DSL_final_scores_25012021.pdf\">pdf<\/a><\/li>\n<li>Some of the best-written reports: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/02\/DSL_Report_noname.pdf\">pdf<\/a>, <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/02\/Data_Science_Lab_report.pdf\">pdf<\/a>, <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/02\/DSL_Report.pdf\">pdf<\/a>, <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/02\/report_dsl.pdf\">pdf<\/a><\/li>\n<\/ul>\n<hr \/>\n<\/div>\n<p><!-- ------------------------------Announcements ---------------------------------------------- --><\/p>\n<div class=\"pageBlock\" style=\"padding: 20px; background-color: white; margin-bottom: 10px;\">\n<h2>Announcements<\/h2>\n<ul>\n<li><strong>06-10-2020. <\/strong>You can register to Piazza whether you are already enrolled in the course or you are waiting for it. If you do not have an <em>@studenti.polito.it<\/em> address yet, drop an email to giuseppe.attanasio@polito.it including your personal email address and your ID on the Polito website or the Apply procedure &#8211; it is in the format FXXXXX. <strong>The registration with your personal address is temporary: remember to add your educational address on Piazza as soon as you receive it.<\/strong><\/li>\n<li><strong>28-09-2020.\u00a0<\/strong>The laboratories will not take place in the first week of the course.<\/li>\n<li><strong>28-09-2020.\u00a0\u00a0<\/strong>During the semester, we will be using <a href=\"https:\/\/piazza.com\/\">Piazza.<\/a> Piazza is a collaborative Questions and Answers platform that allows students to post their questions to the teaching staff. <strong>Please signup <a href=\"http:\/\/piazza.com\/polito.it\/fall2020\/01twzsm\">here<\/a> with your educational email address and use your full name, i.e. Name Surname<\/strong>. We will also post on Piazza useful notes, suggestions, and the code for Python exercises (under the section &#8220;Resources&#8221; on Piazza).<\/li>\n<li><strong>25-09-2020.<\/strong> The first Python lesson will be on 02 October 2020. We suggest you to <strong>bring your own PC<\/strong> with Python3 and Jupyter installed.<br \/>\nIn the &#8220;Python&#8221; section you can find instruction for installing the necessary software.<\/li>\n<\/ul>\n<\/div>\n<p><!-- ------------------------------Learning material ---------------------------------------------- --><\/p>\n<div class=\"pageBlock\" style=\"padding: 20px; background-color: white; margin-bottom: 10px;\">\n<h2>Learning material<\/h2>\n<div style=\"display: block; overflow: auto; padding-top: 10px;\">\n<p><img decoding=\"async\" class=\"sideIcon\" style=\"float: left; margin-right: 10px; width: 50px; margin-top: 5px;\" src=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/09\/data_science_scatter.png\" alt=\"img\" \/><\/p>\n<h2>Data science<\/h2>\n<\/div>\n<p><!-- ------------------------------a) theory ---------------------------------------------- --><br \/>\nThis section will contain the slides of the data science course.<\/p>\n<ul>\n<li>Course introduction (<a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/09\/DSL-0-IntroductionCourse.pdf\">pdf<\/a>)<\/li>\n<li>Introduction to data science (<a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2018\/10\/1-DSIntro.pdf\">pdf<\/a>)<\/li>\n<li>Data preprocessing (<a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/10\/DSL-2-Preproc.pdf\">pdf<\/a>)<\/li>\n<li>Association rules (<a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/10\/DSL-3-MassRules.pdf\">pdf<\/a>)<\/li>\n<li>Classification (<a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/DSL-5-Classification.pdf\">pdf<\/a>)<\/li>\n<li>Regression analysis (<a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/Regression-Analysis.pdf\">pdf<\/a>)<\/li>\n<li>Time series analysis (<a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/Time-series-Analysis.pdf\">pdf<\/a>)<\/li>\n<li>Data exploration, Feature Engineering, Data visualization (<a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/Data-Esploration-Feature-Enginering-Data-visualization_Tania.pdf\">pdf<\/a>)<\/li>\n<li>Clustering (<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/9-DMClustering.pdf\">pdf<\/a>)<strong> &#8211; NEW (07\/12\/2020)<\/strong>\n<ul>\n<li>Clustering (<a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/10\/DSL-4-DMClustering.pdf\">pdf<\/a>) <strong>OLD<\/strong><\/li>\n<\/ul>\n<\/li>\n<li><\/li>\n<\/ul>\n<p><strong>Other material<\/strong><\/p>\n<ul>\n<li>Writing your report (<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/DSL-writing-your-report.pdf\">pdf<\/a>)<\/li>\n<li>Thesis proposals (<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2021\/01\/ProposteTesi_DBDMG_2020_12_21.pdf\">pdf<\/a>)<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li>Use case: Modelling energy efficiency of buildings based on open-data (<a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/Polito-EDISON_Cerquitelli.pdf\">pdf<\/a>)<\/li>\n<li>Use case: Characterising Electricity Consumption Over Time \u000bfor Residential Consumers through cluster analysis (<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/ENEL-lezione_Cerquitelli.pdf\">pdf<\/a>)<\/p>\n<div style=\"display: block; overflow: auto; padding-top: 10px;\">\n<p><img decoding=\"async\" class=\"sideIcon\" style=\"float: left; margin-right: 10px; width: 50px; margin-top: 5px;\" src=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/09\/data_science_python.png\" alt=\"img\" \/><\/p>\n<h2>Python<\/h2>\n<\/div>\n<p><!-- ------------------------------b) python ---------------------------------------------- --><br \/>\nThis section will contain the slides and material of the Python classes.<br \/>\n<strong>Material<\/strong><\/p>\n<ul>\n<li>Exercises on <a href=\"https:\/\/piazza.com\/polito.it\/fall2020\/01twzsm\/resources\">piazza<\/a>. Here we will publish text and solutions of the exercises solved during Python lectures.<\/li>\n<li>Python installation tutorial (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/10\/DSL-Python-Installation.pdf\">pdf<\/a>)<\/li>\n<li>GitHub tutorial (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/10\/DSL-GitHub-Tutorial.pdf\">pdf<\/a>). Github is a useful resource to share your code online and manage version control.<\/li>\n<\/ul>\n<p><strong>Slides<\/strong><\/p>\n<ul>\n<li>Introduction to Python (<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/09\/DSL-1-Python-Intro.pdf\">pdf<\/a>)<\/li>\n<li>Python programming (<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/10\/DSL-2-Python-Programming.pdf\">pdf<\/a>)<\/li>\n<li>Overview of Python libraries and Matplotlib (<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/09\/DSL-3-Libraries-Overview-Matplotlib.pdf\">pdf<\/a>)<\/li>\n<li>Structuring Python projects (<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/09\/DSL-4-Python-Projects.pdf\">pdf<\/a>)<\/li>\n<li>Numpy (<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/09\/DSL-5-Numpy.pdf\">pdf<\/a>)<\/li>\n<li>Pandas (<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/10\/DSL-6-Pandas.pdf\">pdf<\/a>)<\/li>\n<li>Scikit-learn: classification (<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/10\/DSL-7-ScikitLearn-Classification.pdf\">pdf<\/a>)<\/li>\n<li>Scikit-learn: regression (<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/10\/DSL-8-ScikitLearn-Regression.pdf\">pdf<\/a>)<\/li>\n<li>Scikit-learn: clustering (<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/10\/DSL-9-ScikitLearn-Clustering.pdf\">pdf<\/a>)<\/li>\n<li>Scikit-learn: preprocessing (<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/11\/DSL-10-ScikitLearn-Preprocessing.pdf\">pdf<\/a>)<\/li>\n<\/ul>\n<\/div>\n<p><!-- ------------------------------ Exam exercises ---------------------------------------------- --><\/p>\n<div class=\"pageBlock\" style=\"padding: 20px; background-color: white; margin-bottom: 10px;\">\n<h2>Exam exercises<\/h2>\n<p>Exercises for the written exam<\/p>\n<ul>\n<li>Exercise 1, <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/11\/DSL-Exercises1-Text.pdf\">Text<\/a>, <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/11\/DSL-Exercises1-Solution.pdf\">Solution<\/a><\/li>\n<li>Exercise 2, <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/11\/DSL-Exercises2-Text.pdf\">Text<\/a>, <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/DSL-Exercises2-Solution.pdf\">Solution<\/a><\/li>\n<li>Exercise 3, <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/DSL-Exercises3-Solution.pdf\">Text and solution<\/a><\/li>\n<\/ul>\n<\/div>\n<p><!-- ------------------------------ Laboratories ---------------------------------------------- --><\/p>\n<div class=\"pageBlock\" style=\"padding: 20px; background-color: white; margin-bottom: 10px;\">\n<div style=\"display: block; overflow: auto; padding-top: 10px;\">\n<p><img decoding=\"async\" class=\"sideIcon\" style=\"float: left; margin-right: 10px; width: 50px; margin-top: 5px;\" src=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/09\/data_science_handson.png\" alt=\"img\" \/><\/p>\n<h2>Laboratory material<\/h2>\n<\/div>\n<p>This section will contain all the material for carrying out laboratories.<\/p>\n<ul>\n<li>Laboratory 1 (7-8 October 2020): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/10\/Data_Science_Lab___Lab_1.pdf\">pdf<\/a> &#8211; Solution: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/10\/Lab1_Solution.html\">html<\/a><\/li>\n<li>Laboratory 2 (14-15 October): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/10\/Data_Science_Lab___Lab_2.pdf\">pdf<\/a> &#8211; Solution: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/10\/Lab2_Solution.html\">html<\/a><\/li>\n<li>Laboratory 3 (21-22 October): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/10\/Data_Science_Lab___Lab_3-1.pdf\">pdf<\/a> (updated 22\/10\/2020) &#8211; Solution: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/10\/Solution-lab-3.html\">html<\/a><\/li>\n<li>Laboratory 4 (28-29 October): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/10\/Data_Science_Lab___Lab_4___Numpy.pdf\">pdf<\/a> (updated, EDIT on Equation 3) &#8211; Solution: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/11\/Solution_Lab_4.html\">html<\/a><\/li>\n<li>Laboratory 5 (4-5 November): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/11\/Data_Science_Lab___Lab_5___2020_2021.pdf\">pdf<\/a> &#8211; Solution: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/11\/Data_Science_Lab_Lab_5_solution.html\">html<\/a><\/li>\n<li>Laboratory 6 (11-12 November): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/11\/Data_Science_Lab___Lab_6.pdf\">pdf<\/a> &#8211; Solution: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/12\/Solution_Lab_6.html\">html<\/a><\/li>\n<li>Laboratory 7 (18-19 November): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/11\/Data_Science_Lab___Lab_7-2020-2021.pdf\">pdf<\/a> &#8211; Solution: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/DSL_Lab_7__solution.pdf\">pdf<\/a><\/li>\n<li>Laboratory 8 (25-26 November): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/11\/Data_Science_Lab___Time_Series.pdf\">pdf<\/a> &#8211; Solution: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/06\/Solution_Lab8.pdf\">pdf<\/a><\/li>\n<li>Laboratory 9 (2-3 December): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/Data_Science_Lab__Lab_9.pdf\">pdf<\/a> &#8211; Solution: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/01\/Solution_Lab9.pdf\">pdf<\/a><\/li>\n<li>Laboratory 10 (9-10 December): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/Data_Science_Lab_10_2020_2021.pdf\">pdf<\/a><\/li>\n<\/ul>\n\n\n<\/div>\n<div class=\"pageBlock\" style=\"padding: 20px; background-color: white; margin-bottom: 10px;\">\n<h2>Research Bites and Seminars<\/h2>\n<ul>\n<li>ML in production &#8211; Automation of ML pipelines with Luigi &#8211; 11\/12\/2020 &#8211; Eliana Pastor: <a href=\"https:\/\/github.com\/elianap\/luigi-covid-pipeline\">material<\/a><\/li>\n<li>Image understanding: Tasks and architectures &#8211; 14\/12\/2020 &#8211; Andrea Pasini: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/1-ResearchBites-Image-Understanding.pdf\">slides<\/a><\/li>\n<li>Generative Adversarial Networks: Beyond discriminative models &#8211; 14\/12\/2020 &#8211; Moreno La Quatra: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/2-ResearchBites-GAN.pdf\">slides<\/a><\/li>\n<li>A brief (and practical) introduction to word embeddings &#8211; 18\/12\/2020\u00a0&#8211; Flavio Giobergia: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/WordEmbeddings_RB.pdf\">slides<\/a> (<a href=\"https:\/\/gist.github.com\/fgiobergia\/b3a20e097f9b697d0a02fb17685cfd5a\">demo<\/a>)<\/li>\n<li>From recurrent models to the advent of Attention: a recap &#8211; 18\/12\/2020\u00a0&#8211; Giuseppe Attanasio: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/121420_ResearchBites_from_recurrent_to_attentionn.pdf\">slides<\/a><\/li>\n<li>Explainable Artificial Intelligence: an introduction to current trends &#8211; 18\/12\/2020 &#8211; Francesco Ventura: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/DSL_2020_2021_xAI.pdf\">slides<\/a><\/li>\n<li>How to start a start-up &#8211; 16\/10\/2020 &#8211; Luca de Alfaro: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/12\/Doing-a-Startup.pdf\">slides<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<br class=\"fixfloat\" \/>","protected":false},"excerpt":{"rendered":"<p>General information SSD: ING-INF\/05 CFU: 8 Professor: Elena Baralis Teaching assistants: Tania Cerquitelli (Lessons), Andrea Pasini (Python classes) Giuseppe Attanasio, Flavio Giobergia, Francesco Ventura (Laboratory sessions) Exam The following are the key dates for the 2021 september session: August 24, 2021 (by end of day): submission platform opens September 6, 2021: written exam September 14,<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/teaching\/data-science-lab-process-and-methods-2020-2021\/\">[&#8230;]<\/a><\/p>\n","protected":false},"author":24,"featured_media":0,"parent":96,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-16561","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/pages\/16561","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/users\/24"}],"replies":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/comments?post=16561"}],"version-history":[{"count":100,"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/pages\/16561\/revisions"}],"predecessor-version":[{"id":18350,"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/pages\/16561\/revisions\/18350"}],"up":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/pages\/96"}],"wp:attachment":[{"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/media?parent=16561"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}