{"id":14064,"date":"2019-09-24T08:49:27","date_gmt":"2019-09-24T07:49:27","guid":{"rendered":"http:\/\/dbdmg.polito.it\/wordpress\/?page_id=14064"},"modified":"2020-12-20T19:23:20","modified_gmt":"2020-12-20T18:23:20","slug":"data-science-lab-2019","status":"publish","type":"page","link":"https:\/\/dbdmg.polito.it\/wordpress\/teaching\/data-science-lab-2019\/","title":{"rendered":"Data science lab: process and methods (2019\/2020)"},"content":{"rendered":"<style type='text\/css'>\ndiv.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>CFI<\/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 \/>\nGiuseppe Attanasio, Flavio Giobergia (<em>Laboratory sessions<\/em>)<\/p>\n<\/div>\n<div class=\"pageBlock\">\n<h2><strong>Exam rules for July and September 2020 sessions (COVID-19 emergency)<\/strong><\/h2>\n<p><a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/06\/Exam_rules_July_and_September_Sessions_A_Y_2019_2020.pdf\">Exam rules<\/a><\/p>\n<p><a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/07\/Data_Science_Lab___Exam_rules__Summer_2020_.pdf\">Project and report rules<\/a><\/p>\n<p><a href=\"http:\/\/35.158.140.217\/\">Submission platform<\/a><\/p>\n<\/div>\n<p>&nbsp;<\/p>\n<p><strong>Project of the September session<\/strong><\/p>\n<p>The project will begin on August 20, 2020 (20:00 CEST), and will end on September 20, 2020 (20:00 CEST).<\/p>\n<div class=\"pageBlock\">\n<ul>\n<li>Assignment: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/08\/Data_Science_Lab___Project_Assignment__September_19_20_.pdf\">pdf<\/a><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>Project of the July session<\/strong><\/p>\n<p>The project for the July session will begin on June 17, 2020, and will end on July 17, 2020. The structure of the project will not change significantly (ranked submissions + report). The project rules will be published on June 17, 2020.<\/p>\n<p><strong>Important.\u00a0<\/strong>Thanks to the novel technologies supported by the Politecnico di Torino, we are evaluating the possibility to use Exam\/Exercise to redact the report and upload the final version of your software. All the submission guidelines will be available soon on the course website. By that time, you will be notified by email.<\/p>\n<ul>\n<li>Assignment: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/06\/Data_Science_Lab___Project_Assignment__Summer_19_20_.pdf\">pdf<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<div style=\"padding: 20px; font-size: 15px;\">\n<div class=\"pageBlock\">\n<hr \/>\n<h2>Exam<\/h2>\n<p>Exam rules: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/01\/Data_Science_Lab__Exam_rules.pdf\">pdf<\/a><br \/>\n<strong><br \/>\nProject of the winter session<br \/>\n<\/strong><\/p>\n<ul>\n<li>Submission platform: <a href=\"http:\/\/35.158.140.217\/\">link<\/a><\/li>\n<li>Assignment: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/01\/Data_Science_Lab___Project_Assignment_Winter_2020.pdf\">pdf<\/a><\/li>\n<li>Competition results: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/02\/2702_DSL_competition_results.pdf\">pdf<\/a><\/li>\n<\/ul>\n<p><strong><br \/>\nFinal grades:<br \/>\n<\/strong><\/p>\n<ul>\n<li>Results (27\/01\/2020): <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/02\/2702_DSL_results.pdf\">pdf<\/a><\/li>\n<li>Results (10\/02\/2020): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/02\/DSL-10-02-2020-results-updated.pdf\">pdf (updated)<\/a><\/li>\n<li>Results (16\/06\/2020): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/07\/DSL_16_giugno_2020_final.pdf\">pdf<\/a> (updated 27\/07\/2020)<\/li>\n<li>Results (02\/09\/2020): <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/10\/2_sept_2020_DSL_results.pdf\">pdf (updated 04\/10\/2020)<\/a><\/li>\n<\/ul>\n<hr \/>\n<\/div>\n<div class=\"pageBlock\">\n<h2>Announcements<\/h2>\n<ul>\n<li><strong>10-10-2019.<\/strong> The text of the exercises for the Python lectures will be made available in our <b>GitHub repository<\/b> (check the Python\/Material section).<\/li>\n<li><strong>29-09-2019.<\/strong> The first Python lesson will be on 04 October 2019. 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<div class=\"pageBlock\">\n<h2>Learning material<\/h2>\n<div style=\"display: block; overflow: auto; padding-top: 10px;\">\n<p><img decoding=\"async\" class=\"sideIcon\" 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>This 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>Clustering (<a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/10\/DSL-4-DMClustering.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>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: Predictive maintenance (<a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/12\/Predictive-Maintenance-Cerquitelli.pdf\">pdf<\/a>)<\/li>\n<li>Use case: Semi-Supervised clustering of geological pores (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/12\/DSL-Semi-supervised-clustering.pdf\">pdf<\/a>)<\/li>\n<\/ul>\n<p><b>Seminars<\/b><\/p>\n<ul>\n<li>Machine Learning and Data Fusion in three implementations. <b>CELI<\/b>. (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/12\/DSL-Seminar-CELI.pdf\">pdf<\/a>)\n<ul>\n<li><b>Speaker<\/b>: Francesco Tarasconi (francesco.tarasconi@celi.it)<\/li>\n<\/ul>\n<\/li>\n<li>Developement of an actionable prediction model for predicting the occupancy of parking spaces. <b>Consoft Sistemi<\/b>. (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/12\/DSL-Seminar-Forecasting-Parking.pdf\">pdf-1<\/a>, <a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/12\/DSL-Seminar-Anomaly-detection.pdf\">pdf-2<\/a>)\n<ul>\n<li><b>Speaker<\/b>: Charu Kapila<\/li>\n<li><b>Contacts<\/b>:<br \/>\nDaniele Tomatis (Head of the Business Intelligence Business Unit): daniele.tomatis@consoft.it<br \/>\nSerena Ambrosini (Head of research and development): serena.ambrosini@consoft.it<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<div style=\"display: block; overflow: auto; padding-top: 10px;\">\n<p><img decoding=\"async\" class=\"sideIcon\" 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>This section will contain the slides and material of the Python classes.<\/p>\n<p><strong>Material<\/strong><\/p>\n<ul>\n<li>GitHub <a href=\"https:\/\/github.com\/dbdmg\/data-science-lab\">repository<\/a>. Here we will publish text and solutions of the exercises solved during Python lectures.<\/li>\n<li>GitHub tutorial (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/10\/DSL-GitHub-Tutorial.pdf\">pdf<\/a>)<\/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<\/ul>\n<p><strong>Slides<\/strong><\/p>\n<ul>\n<li>Introduction to Python (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/10\/DSL-Python-Introduction.pdf\">pdf<\/a>)<\/li>\n<li>Python programming (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/10\/DSL-Python-Programming.pdf\">pdf<\/a>)<\/li>\n<li>Numpy (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/10\/DSL-Numpy.pdf\">pdf<\/a>)<\/li>\n<li>Matplotlib (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/10\/DSL-Matplotlib.pdf\">pdf<\/a>)<\/li>\n<li>Scikit-learn: clustering (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/11\/DSL-ScikitLearn-Clustering.pdf\">pdf<\/a>)<\/li>\n<li>Scikit-learn: classification (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/11\/DSL-ScikitLearn-Classification.pdf\">pdf<\/a>)<\/li>\n<li>Scikit-learn: regression (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/11\/DSL-ScikitLearn-Regression.pdf\">pdf<\/a>)<\/li>\n<li>Scikit-learn: preprocessing (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/11\/DSL-ScikitLearn-Preprocessing.pdf\">pdf<\/a>)<\/li>\n<li>Pandas (<a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2019\/12\/DSL-Pandas.pdf\">pdf<\/a>)<\/li>\n<\/ul>\n<\/div>\n<div class=\"pageBlock\">\n<h2>Exam exercises<\/h2>\n<p>Exercises for the written exam<\/p>\n<ul>\n<li><a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2020\/01\/DSL-Exercises-Text.pdf\">Text (1)<\/a>, <a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2020\/01\/DSL-Exercises-Solution.pdf\">Solution (1)<\/a>.<\/li>\n<li><a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2020\/01\/DSL-Exercises2-Text.pdf\">Text (2)<\/a>, <a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2020\/01\/DSL-Exercises2-Solution.pdf\">Solution (2)<\/a>.<\/li>\n<li><a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2020\/01\/DSL-Exercises3-Solution.pdf\">Text and solution (3)<\/a><\/li>\n<\/ul>\n<\/div>\n<div class=\"pageBlock\">\n<div style=\"display: block; overflow: auto; padding-top: 10px;\">\n<p><img decoding=\"async\" class=\"sideIcon\" 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 (9-10 October 19): <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/10\/Data_Science_Lab___Lab_1.pdf\">pdf<\/a><br \/>\nSolutions: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/10\/Lab1_Solution.pdf\">pdf<\/a>, <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/10\/Lab1_Solution.html\">html<\/a><\/li>\n<li>Laboratory 2 (16-17 October 19): <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/10\/Data_Science_Lab___Lab_2.pdf\">pdf<\/a><br \/>\nSolutions: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/Lab2_Solution.pdf\">pdf<\/a>, <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/10\/Lab2_Solution.html\">html<\/a><\/li>\n<li>Laboratory 3 (23-24 October 19): <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/10\/Data_Science_Lab___Lab_3.pdf\">pdf<\/a><br \/>\nSolutions: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/10\/Solution-lab-3.html\">html<\/a><\/li>\n<li>Laboratory 4 (30-31 October 19): <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/10\/Data_Science_Lab___Lab_4.pdf\">pdf<\/a><br \/>\nSolutions: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/Lab4_Solution.pdf\">pdf<\/a>, <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/Lab4_Solution.html\">html<\/a><\/li>\n<li>Laboratory 5 (6-7 November 19): <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/Data_Science_Lab___Lab_5.pdf\">pdf<\/a><br \/>\nSubmission platform: <a href=\"http:\/\/35.158.140.217\/\">link<\/a><br \/>\nSolutions: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/Lab5_Solution.pdf\">pdf<\/a>, <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/Lab5_Solution.html\">html<\/a><br \/>\nReference report: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/reference_report_lab_5.pdf\">pdf<\/a><\/li>\n<li>Laboratory 6 (13-14 November 19): <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/Data_Science_Lab___Lab_6.pdf\">pdf<\/a><br \/>\nSolutions: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/12\/Solution_Lab_6.pdf\">pdf<\/a>, <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/12\/Solution_Lab_6.html\">html<\/a><\/li>\n<li>Laboratory 7 (20-21 November 19): <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/Data_Science_Lab___Lab_7.pdf\">pdf<\/a><br \/>\nKaggle competition: <a href=\"https:\/\/www.kaggle.com\/t\/eb3c50d1381a43efbfb6ff565710ff47\">link<\/a><br \/>\nSolutions: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/01\/Lab7_solution.pdf\">pdf<\/a>, <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/01\/Lab7_solution.html\">html<\/a><\/li>\n<li>Laboratory 8 (27-28 November 19): <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/Data_Science_Lab___Lab_8.pdf\">pdf<\/a><br \/>\nSolutions: <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/06\/Solution_Lab8.pdf\">pdf<\/a>, <a href=\"https:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/06\/Solution_Lab8.html\">html<\/a><\/li>\n<li>Laboratory 9 (4-5 December 19): <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/12\/Data_Science_Lab___Lab_9.pdf\">pdf<\/a><br \/>\nSubmission platform: <a href=\"http:\/\/35.158.140.217\/\">link<\/a><br \/>\nSolutions: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/01\/Solution_Lab9.pdf\">pdf<\/a><\/li>\n<li>Laboratory 10 (11-12 December 19): <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/12\/Data_Science_Lab___Lab_10_v2.pdf\">pdf<\/a><br \/>\nSolutions: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/12\/Solution_lab10.pdf\">pdf<\/a>, <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/12\/Solution_lab10.html\">html<\/a><\/li>\n<\/ul>\n<p>Here you can find information about the submission platform.<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>Guide to submit on the final competition: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2020\/01\/Data_Science_Lab_competition_guide.pdf\">pdf<\/a><\/li>\n<li>A short guide to our Kaggle competitions: <a href=\"http:\/\/dbdmg.polito.it\/wordpress\/wp-content\/uploads\/2019\/11\/Data_Science_Lab___Kaggle_competition_guide.pdf\">pdf<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<br class=\"fixfloat\" \/>","protected":false},"excerpt":{"rendered":"<p>General information SSD: ING-INF\/05 CFI: 8 Professor: Elena Baralis Teaching assistants: Tania Cerquitelli (Lessons), Andrea Pasini (Python classes) Giuseppe Attanasio, Flavio Giobergia (Laboratory sessions) Exam rules for July and September 2020 sessions (COVID-19 emergency) Exam rules Project and report rules Submission platform &nbsp; Project of the September session The project will begin on August 20,<a href=\"https:\/\/dbdmg.polito.it\/wordpress\/teaching\/data-science-lab-2019\/\">[&#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-14064","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/pages\/14064","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=14064"}],"version-history":[{"count":99,"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/pages\/14064\/revisions"}],"predecessor-version":[{"id":17027,"href":"https:\/\/dbdmg.polito.it\/wordpress\/wp-json\/wp\/v2\/pages\/14064\/revisions\/17027"}],"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=14064"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}