{"id":14533,"date":"2026-09-19T20:44:50","date_gmt":"2026-09-19T18:44:50","guid":{"rendered":"https:\/\/dbdmg.polito.it\/dbdmg_web\/?p=14533"},"modified":"2026-09-23T16:03:57","modified_gmt":"2026-09-23T14:03:57","slug":"data-science-and-machine-learning-lab-2026-27","status":"publish","type":"post","link":"https:\/\/dbdmg.polito.it\/dbdmg_web\/2026\/data-science-and-machine-learning-lab-2026-27\/","title":{"rendered":"Data Science and Machine Learning Lab (2026\/27)"},"content":{"rendered":"\n<h2 id=\"general-information\" class=\" wp-block-heading eplus-wrapper\">General Information<\/h2>\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\"><strong>SSD<\/strong>: ING-INF\/05<\/p>\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\"><strong>CFU<\/strong>: 8<\/p>\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\"><strong>Professor<\/strong>: Flavio Giobergia<\/p>\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\"><strong>Teaching Assistants<\/strong>: Matteo Berta, Claudio Savelli, Lorenzo Vaiani<\/p>\n\n\n\n\n\n\n\n\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\"><strong>Exam rules<\/strong><\/p>\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\">The exam rules for A.Y. 2026\/27 will be published here.<\/p>\n\n\n<div class=\"wp-block-columns eplus-wrapper is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex eplus-styles-uid-88541d\">\n<div class=\"wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-ad7318\">\n<li class=\" eplus-wrapper\">\n<\/li><\/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 wp-block-paragraph\"><\/p>\n<\/div>\n<\/div>\n\n\n<hr class=\" wp-block-separator has-alpha-channel-opacity eplus-wrapper\"\/>\n\n\n\n<h3 id=\"teaching-material\" class=\" wp-block-heading eplus-wrapper\">Teaching Material<\/h3>\n\n\n\n<h4 id=\"data-science\" class=\" wp-block-heading eplus-wrapper\">Data science<\/h4>\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\">This section contains the theory slides for the DSML course.<\/p>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-e2ae73\">\n<li class=\" eplus-wrapper\">Course introduction (<a href=\"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2026\/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 id=\"python\" class=\" wp-block-heading eplus-wrapper\">Python<\/h4>\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\">This section contains the Python slides for the DSML course.<\/p>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-982ddc\">\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-ffe6e8\">\n<li class=\" eplus-wrapper\">\n<\/ul>\n\n\n<h4 id=\"exercises\" class=\" wp-block-heading eplus-wrapper\">Exercises<\/h4>\n\n\n\n\n\n\n\n<h4 id=\"other-material\" class=\" wp-block-heading eplus-wrapper\">Other material<\/h4>\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-294df4\">\n<li class=\" eplus-wrapper\">Python introduction material (from A.Y. 2024\/25)<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-7263c9\">\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<\/ul>\n\n\n\n<ul class=\" wp-block-list eplus-wrapper eplus-styles-uid-539f54\">\n<li class=\" eplus-wrapper\">\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 id=\"laboratory-material\" class=\" wp-block-heading eplus-wrapper\">Laboratory Material<\/h3>\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\">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-8f761849 wp-block-columns-is-layout-flex eplus-styles-uid-bc77d5\">\n<div class=\"wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\">\n<h4 id=\"material\" class=\" wp-block-heading eplus-wrapper\">Material<\/h4>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\"><\/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\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<\/div>\n<\/div>\n\n\n\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\"><\/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 The exam rules for A.Y. 2026\/27 will be published here. Teaching Material Data science This section contains the theory slides for the DSML course. Python This section contains the Python slides &hellip;<\/p>\n","protected":false},"author":15,"featured_media":14540,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"editor_plus_copied_stylings":"{}","footnotes":""},"categories":[37],"tags":[],"class_list":["post-14533","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\/14533","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=14533"}],"version-history":[{"count":9,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/posts\/14533\/revisions"}],"predecessor-version":[{"id":14553,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/posts\/14533\/revisions\/14553"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/media\/14540"}],"wp:attachment":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/media?parent=14533"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/categories?post=14533"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/tags?post=14533"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}