{"id":9925,"date":"2024-09-23T13:15:59","date_gmt":"2024-09-23T11:15:59","guid":{"rendered":"https:\/\/dbdmg.polito.it\/dbdmg_web\/?p=9925"},"modified":"2025-09-05T12:01:10","modified_gmt":"2025-09-05T10:01:10","slug":"data-science-lab-process-and-methods-2024-25","status":"publish","type":"post","link":"https:\/\/dbdmg.polito.it\/dbdmg_web\/2024\/data-science-lab-process-and-methods-2024-25\/","title":{"rendered":"Data Science Lab: process and methods (2024\/25)"},"content":{"rendered":"\n<h2 class=\" wp-block-heading eplus-wrapper\" id=\"general-information\">General Information<\/h2>\n\n\n\n<p class=\" eplus-wrapper\"><strong>SSD<\/strong>: ING-INF\/05<\/p>\n\n\n\n<p class=\" eplus-wrapper\"><strong>CFU<\/strong>: 8<\/p>\n\n\n\n<p class=\" eplus-wrapper\"><strong>Professor<\/strong>: Flavio Giobergia<\/p>\n\n\n\n<p class=\" eplus-wrapper\"><strong>Teaching Assistants<\/strong>: Alkis Koudounas, Eleonora Poeta, Lorenzo Vaiani<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\" wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n\n\n\n\n<hr class=\" wp-block-separator has-css-opacity eplus-wrapper\"\/>\n\n\n\n<h3 class=\" wp-block-heading eplus-wrapper\" id=\"exams\">Exams<\/h3>\n\n\n\n<p class=\" eplus-wrapper\"><strong>Exam rules<\/strong><\/p>\n\n\n\n<p class=\" eplus-wrapper\">These are the <a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/12\/DSL_exam_rules.pdf\">exam rules<\/a> for the A.Y. 2024\/25.<\/p>\n\n\n<div class=\"wp-block-columns eplus-wrapper is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex eplus-styles-uid-c47b30\">\n<div class=\"wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\" eplus-wrapper\"><strong>Written Exams<\/strong><\/p>\n\n\n\n<p class=\" eplus-wrapper\">In this section, you will find the results of the written tests &#8212; good luck!<\/p>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-00383b\">\n<li class=\" eplus-wrapper\">Winter Session # 1<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Winter Session # 2<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Summer Session<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Fall Session<\/li>\n<\/ul><\/div>\n\n\n\n<div class=\"wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\" eplus-wrapper\"><strong>Projects<\/strong><\/p>\n\n\n\n<p class=\" eplus-wrapper\"><\/p>\n\n\n\n<figure class=\" wp-block-table eplus-wrapper\"><table><tbody><tr><td><strong>Exam Session<\/strong><\/td><td><strong>Assignment<\/strong><\/td><td><strong>Results<\/strong><\/td><td><strong>Example Report<\/strong> *<\/td><\/tr><tr><td>Winter<\/td><td><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/01\/DSL_Winter_Project_24_25.pdf\">Text<\/a> <\/td><td><\/td><td><\/td><\/tr><tr><td>Summer<\/td><td><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/06\/Data_Science_Lab__Project_Assignment_Summer_2025-3.pdf\">Text<\/a><\/td><td><\/td><td><\/td><\/tr><tr><td>Fall<\/td><td><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/09\/Data_Science_Lab__Project_Assignment_September_2025-2.pdf\">Text<\/a><\/td><td><\/td><td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\" eplus-wrapper\">* Occasionally, we may ask students to publish their reports here in case of very good productions. They will serve as a reference for their colleagues.<\/p>\n<\/div>\n<\/div>\n\n\n<h3 class=\" wp-block-heading eplus-wrapper\" id=\"teaching-material\">Teaching Material<\/h3>\n\n\n\n<h4 class=\" wp-block-heading eplus-wrapper\" id=\"data-science\">Data science<\/h4>\n\n\n\n<p class=\" eplus-wrapper\">This section will contain the slides of the data science course.<\/p>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-f2b370\">\n<li class=\" eplus-wrapper\">Course introduction (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/09\/0-IntroductionCourse.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Introduction to data science (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/09\/1-DSIntro.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Data preprocessing (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/10\/2-DMPreProc.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Association rules (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/10\/7-DMassrules.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Data exploration, feature engineering and data visualization (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/10\/Data-Esploration-Feature-Enginering-Data-visualization.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Classification fundamentals (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/11\/8-DMClassification.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Clustering fundamentals (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/11\/9-DMClustering.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Regression analysis (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/11\/10-DMRegression.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Time series analysis (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/11\/Time-series-Analysis.pdf\">slides<\/a>)<\/li>\n<\/ul>\n\n\n<h4 class=\" wp-block-heading eplus-wrapper\" id=\"python\">Python<\/h4>\n\n\n\n<p class=\" eplus-wrapper\">This section will contain the slides of the data science course.<\/p>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-2b3c33\">\n<li class=\" eplus-wrapper\">Introduction to Python (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/09\/1-Python-Intro.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Python programming (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/09\/2-Python-Programming.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Structuring Python projects (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/09\/3-Python-Projects.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">NumPy (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/10\/4-Numpy.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Pandas (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/10\/5-Pandas.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Scikit-learn (Classification) (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/11\/7-ScikitLearn-Classification.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Scikit-learn (Regression) (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/11\/8-ScikitLearn-Regression.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Scikit-learn (Preprocessing) (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/11\/10-ScikitLearn-Preprocessing.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Scikit-learn (Clustering) (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/11\/9-ScikitLearn-Clustering.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Matplotlib (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/11\/6-Matplotlib.pdf\">slides<\/a>)<\/li>\n<\/ul>\n\n\n\n\n<h4 class=\" wp-block-heading eplus-wrapper\" id=\"exercises\">Exercises<\/h4>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-f17c47\">\n<li class=\" eplus-wrapper\">Past exam 1 (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2023\/01\/Past-exam-2022-01-25-text.pdf\">text<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Past exam 2 (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2023\/01\/Past-exam-2021-01-25-text.pdf\">text<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Past exam 3 (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/12\/Past-exam-2024-02-21.pdf\">text<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Past exam 4 (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/01\/Past-exam-2023-02-13.pdf\">text<\/a>)<\/li>\n<\/ul>\n\n\n\n\n<h4 class=\" wp-block-heading eplus-wrapper\" id=\"other-material\">Other material<\/h4>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-4870bf\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/github.com\/dbdmg\/data-science-lab\/\">GitHub repository<\/a> with exercises<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Scientific writing &#8211; how to write your report (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/11\/scientific-writing.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">IMDb exercise &#8211; Nov. 18 lecture (<a href=\"https:\/\/gist.github.com\/fgiobergia\/257933a2df6a9d83a93a2e4bf46c9018\">Jupyter Notebook<\/a>)<\/li>\n<\/ul>\n\n\n\n\n\n\n<hr class=\" wp-block-separator has-css-opacity eplus-wrapper\"\/>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\" wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<h3 class=\" wp-block-heading eplus-wrapper\" id=\"laboratory-material\">Laboratory Material<\/h3>\n\n\n\n<p class=\" eplus-wrapper\">This section will contain all the material for carrying out laboratories. No laboratory will be evaluated and assigned a mark, so no laboratory will give additional points to the final exam. <\/p>\n\n\n<div class=\"wp-block-columns eplus-wrapper is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex eplus-styles-uid-cdceb5\">\n<div class=\"wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n\n\n<p class=\" eplus-wrapper\">Introduction to laboratories &#8211; <a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/10\/The-Hitchhikers-Guide-to-the-DSL-labs.pdf\">pdf<\/a><\/p>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-fe9748\">\n<li class=\" eplus-wrapper\">Lab 1 &#8211; Python basics<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-70d71f\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2022\/10\/dsl-lab-1.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/10\/solution.html\">solution<\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 2 &#8211; Data Preparation<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-72db84\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2022\/10\/dsl-lab-2.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/10\/solution-1.html\">solution<\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 3 &#8211; Frequent Itemsets, Association Rules<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-014ccf\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2023\/10\/text_lab3.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/11\/Solution-lab-3.html\">solution<\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 4 &#8211; KNN Implementation<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-0e7643\">\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/11\/Data_Science_Lab___Lab_4___Numpy.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/11\/solution.html\">solution<\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 5 &#8211; Pandas<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-9a9e3a\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/11\/text.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/11\/solution-1.html\">solution<\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 6 &#8211; Tree-based models<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-2a2904\">\n<li class=\" eplus-wrapper\"><a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/11\/text-1.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/11\/solution-2.html\">solution<\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 7 &#8211; Classification *<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-83478b\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/11\/Data_Science_Lab_7_2024_ok.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/11\/lab7_feature_extraction_example.ipynb_.zip\">feature extraction example<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/11\/DSL_Lab_7__solution.pdf\">report example<\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 8 &#8211; Modeling time series<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-3e2807\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/11\/Data_Science_Lab___Time_Series.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/12\/solution.html\">solution<\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 9 &#8211; Regression *<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-ff43ab\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/12\/Data_Science_Lab_9.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/12\/solution.pdf\">solution<\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 10 &#8211; Clustering<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-765564\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/12\/Data_Science_Lab.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/12\/solution-1.html\">solution<\/a><\/li>\n<\/ul><\/li>\n<\/ul>\n\n\n\n\n<p class=\" eplus-wrapper\">* During this laboratory, we will set up Data Science Lab Environment, the online evaluation platform we will use during the leaderboard part of the project. <\/p>\n\n\n\n<p class=\" eplus-wrapper\"><\/p>\n\n\n\n\n\n\n\n\n\n\n\n<p class=\" eplus-wrapper\"><\/p>\n\n\n\n\n<\/div>\n\n\n\n<div class=\"wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n<h4 class=\" wp-block-heading eplus-wrapper\" id=\"team-organization\">Team organization<\/h4>\n\n\n\n<p class=\" eplus-wrapper\">Students will be divided into two teams, Team 1 and Team 2. Team 1 will attend the laboratories on Monday from 10:00 to 13:00 in LAIB3B. Team 2, instead, will attend on Tuesday from 8:30 to 11:30 in LAIB2B.<\/p>\n\n\n\n<p class=\" eplus-wrapper\">You can use the following rule: <\/p>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-eff8b5\">\n<li class=\" eplus-wrapper\">last name from &#8220;A&#8221; to &#8220;K&#8221; =&gt; Monday, 10:00 to 13:00, LAIB3B (Team 1)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">last name from &#8220;L&#8221; to &#8220;Z&#8221; =&gt; Tuesday, 08:30 to 11:30, LAIB2B (Team 2)<\/li>\n<\/ul>\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-a9f48a\">\n<li class=\" eplus-wrapper\">\n<\/li><\/ul>\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-6d0296\">\n<li class=\" eplus-wrapper\">\n<\/li><\/ul><\/div>\n<\/div>\n\n\n\n\n\n\n<p class=\" eplus-wrapper\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>General Information SSD: ING-INF\/05 CFU: 8 Professor: Flavio Giobergia Teaching Assistants: Alkis Koudounas, Eleonora Poeta, Lorenzo Vaiani Exams Exam rules These are the exam rules for the A.Y. 2024\/25. Written Exams In this section, you will find the results of the written tests &#8212; good luck! Projects Exam Session Assignment &hellip;<\/p>\n","protected":false},"author":15,"featured_media":1341,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"editor_plus_copied_stylings":"{}","footnotes":""},"categories":[37],"tags":[],"class_list":["post-9925","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-courses"],"_links":{"self":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/posts\/9925","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/users\/15"}],"replies":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/comments?post=9925"}],"version-history":[{"count":54,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/posts\/9925\/revisions"}],"predecessor-version":[{"id":12534,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/posts\/9925\/revisions\/12534"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/media\/1341"}],"wp:attachment":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/media?parent=9925"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/categories?post=9925"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/tags?post=9925"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}