{"id":12593,"date":"2025-09-22T15:34:28","date_gmt":"2025-09-22T13:34:28","guid":{"rendered":"https:\/\/dbdmg.polito.it\/dbdmg_web\/?p=12593"},"modified":"2026-02-28T23:36:46","modified_gmt":"2026-02-28T22:36:46","slug":"data-science-and-machine-learning-lab-2025-26","status":"publish","type":"post","link":"https:\/\/dbdmg.polito.it\/dbdmg_web\/2025\/data-science-and-machine-learning-lab-2025-26\/","title":{"rendered":"Data Science and Machine Learning Lab (2025\/26)"},"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>: Matteo Berta, Claudio Savelli, 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\n\n\n\n<p class=\" eplus-wrapper\"><strong>Exam rules<\/strong><\/p>\n\n\n\n<p class=\" eplus-wrapper\">Exam rules for A.Y. 2025\/26 (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/exam-rules-25-26.pdf\">slides<\/a>)<\/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-a19477\">\n<div class=\"wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n\n\n\n\n\n\n<p class=\" eplus-wrapper\"><strong>Projects<\/strong><\/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\/2026\/01\/DS_ML_Lab__Project_Assignment_Winter_2026.pdf\">Text<\/a><\/td><td><\/td><td><\/td><\/tr><tr><td>Summer<\/td><td><\/td><td><\/td><td><\/td><\/tr><tr><td>Fall<\/td><td><\/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\n\n\n\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-3f0f38\"><\/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\"><\/p>\n<\/div>\n<\/div>\n\n\n<hr class=\" wp-block-separator has-alpha-channel-opacity eplus-wrapper\"\/>\n\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-9b3f32\">\n<li class=\" eplus-wrapper\">Course introduction (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/09\/0-course-intro.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Introduction to data science &amp; machine learning (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/09\/1-DSML-intro.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Data preprocessing (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/09\/2-DMPreProc.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\">Regression analysis (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/10\/10-DMRegression.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Introduction to Deep Learning (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/10\/DSML-Deep-Learning-Intro.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\">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\">Anomaly Detection (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/DSML-Anomaly-Detection.pdf\">slides<\/a>) (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/anomaly_detection.pdf\">PDF notebook<\/a>) (<a href=\"https:\/\/gist.github.com\/fgiobergia\/94013c8b202cbc924ed36314ea81bb7d\">.ipynb notebook<\/a>)<\/li>\n<\/ul>\n\n\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-d21077\">\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\">Matplotlib (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2024\/11\/6-Matplotlib.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\/2025\/10\/8-ScikitLearn-Regression.pdf\">slides<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Scikit-learn (Pre-processing) (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/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\">PyTorch (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/11-PyTorch.pdf\">slides<\/a>)<\/li>\n<\/ul>\n\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-d25628\">\n<li class=\" eplus-wrapper\">\n<\/ul>\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-017a0f\">\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-49cb95\">\n<li class=\" eplus-wrapper\">Python introduction material (from A.Y. 2024\/25)<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-7fe342\">\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\">Lab &#8220;0&#8221;: Python basics (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2022\/10\/dsl-lab-1.pdf\">text<\/a>, <a href=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/10\/solution.html\">solution<\/a>)<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Scientific writing (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/scientific-writing.pdf\">slides<\/a>)<\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Data exploration on the Ames Housing Dataset (<a href=\"https:\/\/gist.github.com\/fgiobergia\/38b8b5f441f64c83f2662fa92f602c06\">ipynb<\/a>, <a href=\"https:\/\/www.kaggle.com\/datasets\/shashanknecrothapa\/ames-housing-dataset\">Kaggle dataset<\/a>) &#8211; [8\/10 and 13\/10\/2025 lectures]<\/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-1b8ccc\">\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=\"material\">Material<\/h4>\n\n\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-0e28a4\">\n<li class=\" eplus-wrapper\">Lab 1 &#8211; NumPy Introduction<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-8709d1\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/10\/Lab_01_DSL.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/10\/lab0_numpy_solutions.html\">solution<\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 2 &#8211; Pandas Introduction<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-a89ac4\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/10\/DS_MLL_Lab_02__Pandas_.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 3 &#8211; Build Your Own Classifier<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-13f7cd\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/10\/DS_MLL_Lab_03__NumPy___classification.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/10\/ames_housing_dataset.zip\">Ames Housing Dataset<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/10\/solution_lab3.html\">solution<\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 4 &#8211; Tree-based Classification<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-11620d\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/10\/DS_MLL_Lab_04__Tree_based_classification_.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 5 &#8211; Regression Exam Simulation<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-d364d4\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/Lab-Track.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/Lab-05-Regression-Exam-Simulation.zip\">Crownlab Folder<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/proposed_solution_regression_exam_simulation.zip\">solution<\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 6 &#8211; PyTorch Introduction<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-89f0bf\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/DS_MLL_Lab_06__PyTorch.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/solution_lab6.html\">solution<\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 7 &#8211; Frequent Pattern Mining<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-b8ef70\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/DS_MLL_Lab_07__Frequent_Pattern_Mining_.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/solution_lab7.html\">solution<\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 8 &#8211; Clustering <ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-621189\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/DS_MLL_Lab_08__Clustering_-1.pdf\">text<\/a><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/solution_lab_8_text.html\">solution<\/a> <\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 9 &#8211; Classification *<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-f62b3f\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/Data_Science_Lab_7-1.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\/DSL_Lab_7__solution.pdf\">report example <\/a><\/li>\n<\/ul><\/li>\n\n\n\n<li class=\" eplus-wrapper\">Lab 10 &#8211; Regression *<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-d67a14\">\n<li class=\" eplus-wrapper\"><a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/12\/DS_MLL_Lab_10__Regression_Challenge_.pdf\">text<\/a><\/li>\n<\/ul><\/li>\n<\/ul>\n\n\n\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 three groups based on course overlaps and surname. Please ensure you attend the correct slot to ensure there is enough space for everyone during the laboratories. <\/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-d5882e\">\n<li class=\" eplus-wrapper\"><strong>If you are a student of <em>Processi Stocastici<\/em> or <em>Bioquants<\/em><\/strong>, or your <strong>last name is from &#8220;AA&#8221; to &#8220;HU&#8221;<\/strong> <strong>or from &#8220;NA&#8221; to &#8220;RZ&#8221;<\/strong> \u21d2 <strong>Monday, 10:00\u201313:00<\/strong>, <strong>LAIB3B<\/strong><\/li>\n\n\n\n<li class=\" eplus-wrapper\"><strong>If you are a student of <em>Numerical Optimization<\/em><\/strong>, or your <strong>last name is from &#8220;IA&#8221; to &#8220;MU&#8221;<\/strong> <strong>or from &#8220;SA&#8221; to &#8220;ZZ&#8221;<\/strong> \u21d2 <strong>Tuesday, 08:30\u201311:30<\/strong>, <strong>LAIB2B<\/strong><\/li>\n<\/ul>\n\n\n<h4 class=\" wp-block-heading eplus-wrapper\" id=\"team-organization\">Exam simulation results <\/h4>\n\n\n\n<p class=\" eplus-wrapper\">The results of the exercise submissions are now available <a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/11\/results_1.xlsx\">here<\/a>.<\/p>\n\n\n\n<p class=\" eplus-wrapper\">[NEW] The new updated results after resubmission are available <a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2025\/12\/updated_results.xlsx\">here<\/a>. <\/p>\n\n\n\n<h5 class=\" wp-block-heading eplus-wrapper\">Extra resubmission window<\/h5>\n\n\n\n<p class=\" eplus-wrapper\">For those interested in comparing improvements with your previous attempts, we are granting <strong>one additional week<\/strong> to submit updated solutions. After this evaluation phase concludes, <strong>we will publish the reference solution and the ground-truth of the test set<\/strong>.<\/p>\n\n\n\n<h5 class=\" wp-block-heading eplus-wrapper\" id=\"team-organization\">Important for future submissions and exam <\/h5>\n\n\n\n<p class=\" eplus-wrapper\">To ensure smooth evaluation, <strong>please follow these rules<\/strong>:<\/p>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-ff3a2f\">\n<li class=\" eplus-wrapper\"><strong>Put all files in your main working folder<\/strong> (no nested\/alternate work dirs).<\/li>\n\n\n\n<li class=\" eplus-wrapper\"><strong>Use clear, consistent filenames<\/strong> exactly as requested (mind spelling and case).<\/li>\n\n\n\n<li class=\" eplus-wrapper\"><strong>Use only <em>relative<\/em> paths<\/strong> in your code and notebooks &#8211; <strong>no absolute paths<\/strong> (e.g., avoid <code>\/home\/...<\/code>, <code>C:\\...<\/code>).<\/li>\n\n\n\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: Matteo Berta, Claudio Savelli, Lorenzo Vaiani Exam rules Exam rules for A.Y. 2025\/26 (slides) Projects Exam Session Assignment Results Example Report * Winter Text Summer Fall * Occasionally, we may ask students to publish their reports here in case &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-12593","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\/12593","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=12593"}],"version-history":[{"count":56,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/posts\/12593\/revisions"}],"predecessor-version":[{"id":13722,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/posts\/12593\/revisions\/13722"}],"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=12593"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/categories?post=12593"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/tags?post=12593"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}