

{"id":3241,"date":"2020-12-15T09:34:23","date_gmt":"2020-12-15T08:34:23","guid":{"rendered":"https:\/\/learninglab.inria.fr\/?page_id=3241"},"modified":"2021-03-23T13:43:04","modified_gmt":"2021-03-23T12:43:04","slug":"module-2-iai-contenus","status":"publish","type":"page","link":"https:\/\/learninglab.inria.fr\/en\/module-2-iai-contenus\/","title":{"rendered":"Module-2-IAI-contents"},"content":{"rendered":"<p>[<a href=\"https:\/\/learninglab.inria.fr\/ai4t-synopsis-mooc-iai\/\">Back to presentation<\/a>]<\/p>\n<h2>Boosted with AI! Machine learning and data<\/h2>\n<table>\n<tbody>\n<tr>\n<th colspan=\"3\">\n<h3>2.1\u00a0To question yourself: AI in all its aspects?<\/h3>\n<p>&nbsp;<\/th>\n<\/tr>\n<tr>\n<td><\/td>\n<td width=\"41\"><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/video.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3124\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/video.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td width=\"1415\"><strong>Introduction video<\/strong><br \/>\nThrough Guillaume&#8217;s questioning, develop critical thinking, including to\u00a0assertions so-called scientific\u00a0(or made by scientists)<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/paperclip.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3137\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/paperclip.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td><strong>Text<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td width=\"1415\">To initiate a differentiation between recognition and prediction systems, and to explore the notion of supervised learning<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/activity.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3141\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/activity.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td><strong>Pedagogical activity<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td width=\"1415\">Activity sheet for classroom use, based on the previous videos and text resources to visualise all the areas that are already impacted by AI.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/file-plus.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-3146\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/file-plus.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td><strong>Sources and additional links<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td>Resources used to design the activities and to go further<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/user-x.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3147\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/user-x.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td><strong>Forum<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<table>\n<tbody>\n<tr>\n<th colspan=\"3\">\n<h3 id=\"tuto-video\">2.2 To experiment: Let&#8217;s play with data<\/h3>\n<p>&nbsp;<\/th>\n<\/tr>\n<tr>\n<td><\/td>\n<td width=\"41\"><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/video.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3124\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/video.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td width=\"1415\"><strong>Video Tutorial Module\u00a02<\/strong><br \/>\n<a href=\"https:\/\/youtu.be\/NoGho4XPKts\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-2979\" title=\"video tuto Module 2\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/IAI-tuto2-AM.png\" alt=\"video tuto 2 \" width=\"130\" height=\"167\" \/><\/a><br \/>\nPractical activity to train an image recognition algorithm with different sets of intentionally biased data<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td width=\"41\"><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/activity.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3141\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/activity.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td width=\"1415\"><strong>Play with the machine&#8217;s neurons: Tensor Flow <\/strong><br \/>\nPresentation of the Tensor Flow software to build artificial neural networks and test their responses (with different types of problems and data)<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/airplay.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3143\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/airplay.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td><strong><span style=\"color: #800080;\">Game: play with data<\/span><\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td>Educational game that is based on the &#8220;To experiment&#8221; tutorial in Module 2 to help children aged 7 to 12 understand how AI works, the notions of bias and datasets, and to help them recontextualise the uses of AI, what it can and cannot do<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td width=\"41\"><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/activity.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3141\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/activity.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td width=\"1415\"><strong>Class&#8217;Code\u00a0activity sheets<\/strong><br \/>\n4 short activity sheets for easy implementation:<\/p>\n<ul>\n<li>Machine Learning<\/li>\n<li>When a machine learns to play the game of nim<\/li>\n<li>Hexapion, a matchbox machine that teaches you to play<\/li>\n<li>Machine Learning and Big Data<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/user-x.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3147\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/user-x.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td><strong>Forum<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3 id=\"ext-ressource\">2.3 To discover: machine learning and data?<\/h3>\n<p>&nbsp;<\/p>\n<table width=\"1489\">\n<tbody>\n<tr>\n<td width=\"33\"><\/td>\n<td width=\"41\"><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/video.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3124\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/video.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td width=\"1415\"><strong>In-depth video<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td>Following his questions, Guillaume went in search of answers. He shares us what he has learned with the help diagrams and video documents.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/paperclip.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3137\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/paperclip.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td><strong>To go further<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><strong>Text from the Inria AI White Paper\u00a0<\/strong><br \/>\n<a href=\"https:\/\/www.inria.fr\/sites\/default\/files\/2020-11\/Artificial%20Intelligence%20-Current%20challenges%20and%20Inria%27s%20engagement.pdf\"><br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-3282\" title=\"texte scientifique\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/IAI-texte-approfondir.png\" alt=\"image texte les d\u00e9fis de l'IA\" width=\"130\" height=\"167\" \/><\/a>Scientific articles or extracts from research documents to deepen and nourish the reflection<\/p>\n<ul>\n<li>Artificial intelligence and human thought, Magarida Romero<\/li>\n<li>Inria White Paper: AI, remarkable achievements<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/file-plus.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-3146\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/file-plus.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td><strong>Sources and additional links<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td>Resources used to design the activities and to go further<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/user-x.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3147\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/user-x.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td><strong>Forum<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<h3 id=\"conference\">2.4 To debate: AI, a tool to serve the education<\/h3>\n<p>&nbsp;<\/p>\n<table width=\"1489\">\n<tbody>\n<tr>\n<td width=\"33\"><\/td>\n<td width=\"41\"><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/video.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3124\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/video.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td width=\"1415\"><strong>Video of conferences on AI and Education<\/strong><br \/>\n<a href=\"https:\/\/learninglab.inria.fr\/files\/2021\/01\/IAI-M2-Conf-IAeduc.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-3270\" title=\"video tuto Module 2\" src=\"https:\/\/learninglab.inria.fr\/files\/2021\/01\/IAI-M2-Conf-IAeduc.png\" alt=\"webinaire IA et \u00e9ducation \" width=\"169\" height=\"115\" \/><\/a>Conferences and webinars &#8211; Live Chat on AI and education<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/user-x.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3147\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/user-x.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td><strong>Forum<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>2.5 Quiz Module 2<\/h3>\n<p>&nbsp;<\/p>\n<table width=\"1489\">\n<tbody>\n<tr>\n<td width=\"33\"><\/td>\n<td width=\"41\"><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/check-square.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3124\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/check-square.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td width=\"1415\"><strong>Quiz <\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td>6 quiz questions containing feedback with theoretical clarifications to better review what has been seen before.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/user-x.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3147\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/user-x.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td><strong>Forum<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>2.6\u00a0AI to play with!<\/h3>\n<p>&nbsp;<\/p>\n<table width=\"1489\">\n<tbody>\n<tr>\n<td width=\"33\"><\/td>\n<td width=\"41\"><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/box.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-3124 alignnone\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/box.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td width=\"1415\">5 questions on the applications or fun applications seen in Module 2 to help to understand through manipulation.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><a href=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/user-x.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3147\" src=\"https:\/\/learninglab.inria.fr\/files\/2020\/12\/user-x.png\" alt=\"\" width=\"24\" height=\"24\" \/><\/a><\/td>\n<td><strong>Forum<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><\/h2>\n<h2><\/h2>\n<p>&nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>[Back to presentation] Boosted with AI! Machine learning and data 2.1\u00a0To question yourself: AI in all its aspects? &nbsp; Introduction video Through Guillaume&#8217;s questioning, develop critical thinking, including to\u00a0assertions so-called scientific\u00a0(or made by scientists) Text To initiate a differentiation between recognition and prediction systems, and to explore the notion of\u2026<\/p>\n<p class=\"continue-reading-button\"> <a class=\"continue-reading-link\" href=\"https:\/\/learninglab.inria.fr\/en\/module-2-iai-contenus\/\">Read more<i class=\"crycon-right-dir\"><\/i><\/a><\/p>\n","protected":false},"author":38,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"twitterCardType":"summary_large_image","cardImageID":0,"cardImage":"","cardTitle":"","cardDesc":"","cardImageAlt":"","cardPlayer":"","cardPlayerWidth":0,"cardPlayerHeight":0,"cardPlayerStream":"","cardPlayerCodec":"","footnotes":""},"class_list":["post-3241","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/learninglab.inria.fr\/en\/wp-json\/wp\/v2\/pages\/3241","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/learninglab.inria.fr\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/learninglab.inria.fr\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/learninglab.inria.fr\/en\/wp-json\/wp\/v2\/users\/38"}],"replies":[{"embeddable":true,"href":"https:\/\/learninglab.inria.fr\/en\/wp-json\/wp\/v2\/comments?post=3241"}],"version-history":[{"count":27,"href":"https:\/\/learninglab.inria.fr\/en\/wp-json\/wp\/v2\/pages\/3241\/revisions"}],"predecessor-version":[{"id":3645,"href":"https:\/\/learninglab.inria.fr\/en\/wp-json\/wp\/v2\/pages\/3241\/revisions\/3645"}],"wp:attachment":[{"href":"https:\/\/learninglab.inria.fr\/en\/wp-json\/wp\/v2\/media?parent=3241"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}