{"id":11814,"date":"2020-10-08T15:00:30","date_gmt":"2020-10-08T14:00:30","guid":{"rendered":"https:\/\/datascientest.com\/?p=11814"},"modified":"2023-04-20T08:50:36","modified_gmt":"2023-04-20T08:50:36","slug":"cybercriminels-intelligence-artificielle","status":"publish","type":"post","link":"https:\/\/datascientest.com\/cybercriminels-intelligence-artificielle","title":{"rendered":"Comment les cybercriminels utilisent l&rsquo;intelligence artificielle ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"11814\" class=\"elementor elementor-11814\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-85f11c6 e-flex e-con-boxed e-con\" data-id=\"85f11c6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d646e90 elementor-widget elementor-widget-heading\" data-id=\"d646e90\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Les cybercriminels et les hackers utilisent de plus en plus l'intelligence artificielle et le Machine Learning. D\u00e9couvrez trois m\u00e9thodes de cyberattaques bas\u00e9es sur l'IA.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fcd44ff e-flex e-con-boxed e-con\" data-id=\"fcd44ff\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e417d95 elementor-widget elementor-widget-text-editor\" data-id=\"e417d95\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>L&rsquo;intelligence artificielle offre de formidables possibilit\u00e9s, mais <strong>elle peut aussi \u00eatre utilis\u00e9e par les cybercriminels<\/strong>. Durant un sommet de cybers\u00e9curit\u00e9 organis\u00e9 par la NCSA et le Nasdaq, trois experts ont tir\u00e9 la sonnette d&rsquo;alarme.<\/p><p>Ces trois experts sont Kevin Coleman, directeur ex\u00e9cutif de la\u00a0<a href=\"https:\/\/staysafeonline.org\" target=\"_blank\" rel=\"noopener\">National Cyber Security Alliance<\/a>,\u00a0Elham Tabassi du\u00a0<a href=\"https:\/\/www.nist.gov\" target=\"_blank\" rel=\"noopener\">National Institute of Standards and Technology<\/a>,\u00a0et Tim Bandos, Chief Information Security Officer chez\u00a0<a href=\"https:\/\/digitalguardian.com\/fr\" target=\"_blank\" rel=\"noopener\">Digital Guardian<\/a>.<\/p><p>Selon eux, les criminels peuvent d\u00e9sormais utiliser le Machine Learning pour d\u00e9couvrir des mots de passe plus rapidement et <strong>cr\u00e9er des malwares capables de se dissimuler<\/strong>. Ces maliciels d&rsquo;un genre nouveau sont m\u00eame capables de s&rsquo;adapter automatiquement aux mesures de s\u00e9curit\u00e9.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-76c0524 e-flex e-con-boxed e-con\" data-id=\"76c0524\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b3a1409 elementor-widget elementor-widget-heading\" data-id=\"b3a1409\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Le Data Poisoning ou empoisonnement des donn\u00e9es<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e5620b elementor-widget elementor-widget-text-editor\" data-id=\"5e5620b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Par ailleurs, les trois sp\u00e9cialistes ont \u00e9num\u00e9r\u00e9 trois fa\u00e7ons dont l&rsquo;<a href=\"https:\/\/datascientest.com\/intelligence-artificielle-definition\">IA<\/a> et le <a href=\"https:\/\/datascientest.com\/machine-learning-tout-savoir\">ML<\/a> peuvent \u00eatre exploit\u00e9s par les hackers. La <strong>premi\u00e8re m\u00e9thode est celle du \u00ab\u00a0Data Poisoning\u00a0\u00bb<\/strong>, ou empoisonnement des donn\u00e9es en Fran\u00e7ais.<\/p><p>Cette technique a pour but de s&rsquo;attaquer aux donn\u00e9es utilis\u00e9es pour entra\u00eener les mod\u00e8les de Machine Learning. Elle consiste \u00e0 <strong>manipuler un ensemble de donn\u00e9es d&rsquo;entra\u00eenement<\/strong>, afin de contr\u00f4ler le comportement pr\u00e9dictif du mod\u00e8le entrain\u00e9 avec ces donn\u00e9es.<\/p><p>De cette mani\u00e8re, il est possible de <strong>corrompre le mod\u00e8le et ses pr\u00e9dictions<\/strong>. Par exemple, l&rsquo;intelligence artificielle pourra alors \u00e9chouer \u00e0 d\u00e9tecter les emails de spam ou autres contenus malveillants.<\/p><blockquote><p><em>Les chercheurs estiment qu&rsquo;un ensemble de donn\u00e9es empoisonn\u00e9 \u00e0 3% m\u00e8ne \u00e0 une perte de 11% de pr\u00e9cision pour le mod\u00e8le de Machine Learning.<\/em><\/p><\/blockquote><p>Par le biais d&rsquo;une attaque de type backdoor (porte d\u00e9rob\u00e9e), il est m\u00eame possible pour un hacker d&rsquo;ajouter une entr\u00e9e \u00e0 un algorithme sans m\u00eame que le cr\u00e9ateur du mod\u00e8le ne s&rsquo;en rendre compte. Cette entr\u00e9e servira par exemple \u00e0 ce <strong>qu&rsquo;un syst\u00e8me de Machine Learning ne d\u00e9tecte pas les lignes de code malveillantes.<\/strong><\/p><p>Comme l&rsquo;explique Elham Tabassi, il est <strong>essentiel que l&rsquo;industrie adopte des standards<\/strong> pour assurer la qualit\u00e9 et la s\u00e9curit\u00e9 des donn\u00e9es d&rsquo;entra\u00eenement de Machine Learning. L&rsquo;int\u00e9grit\u00e9 de ces donn\u00e9es est d&rsquo;une importance primordiale.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eef1676 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"eef1676\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/bLvabh0asQU&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4c1186a e-flex e-con-boxed e-con\" data-id=\"4c1186a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-edf5c28 elementor-widget elementor-widget-heading\" data-id=\"edf5c28\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Les GAN ou R\u00e9seaux Antagonistes G\u00e9n\u00e9ratifs<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-040481c elementor-widget elementor-widget-text-editor\" data-id=\"040481c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Les <a href=\"https:\/\/datascientest.com\/gan-machine-learning\">GAN<\/a><strong> (Generative Adversarial Networks) ou R\u00e9seaux Antagonistes G\u00e9n\u00e9ratifs en Fran\u00e7ais<\/strong> sont une cat\u00e9gorie de syst\u00e8mes d&rsquo;intelligence artificielle. Un premier r\u00e9seau de neurones simule du contenu, et le second tente d&rsquo;identifier ses failles. Par cette opposition, les deux r\u00e9seaux entra\u00eenent le syst\u00e8me IA \u00e0 cr\u00e9er des faux plus vrais que nature.<\/p><p>Les GAN sont utilis\u00e9s pour apprendre \u00e0 l&rsquo;IA \u00e0 recr\u00e9er des styles artistiques, des jeux vid\u00e9o ou m\u00eame des photos. N\u00e9anmoins, ils peuvent aussi \u00eatre exploit\u00e9s par les hackers pour mimer des patterns de trafic normales et ainsi <strong>mener leurs attaques de vol de donn\u00e9es en toute discr\u00e9tion<\/strong>.<\/p><p>En outre, ces <a href=\"https:\/\/datascientest.com\/fonctionnement-des-reseaux-neurones\">r\u00e9seaux de neurones<\/a> peuvent aussi \u00eatre utilis\u00e9s pour d\u00e9couvrir des mots de passe, pour \u00e9chapper aux logiciels de d\u00e9tection de malwares, ou m\u00eame pour <strong>tromper les syst\u00e8mes de reconnaissance faciale<\/strong>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-465db38 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"465db38\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=JikwRMXJzk0&amp;t=14s&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2c5ccc3 e-flex e-con-boxed e-con\" data-id=\"2c5ccc3\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b3c829f elementor-widget elementor-widget-heading\" data-id=\"b3c829f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">La manipulation de robots<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56ade24 elementor-widget elementor-widget-text-editor\" data-id=\"56ade24\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>La troisi\u00e8me fa\u00e7on dont les hackers peuvent exploiter l&rsquo;IA consiste \u00e0 <strong>manipuler les algorithmes pour les inciter \u00e0 prendre de mauvaises d\u00e9cisions<\/strong>. Une pratique qui repr\u00e9sente un danger extr\u00eame.<\/p><p>R\u00e9cemment, une attaque a \u00e9t\u00e9 men\u00e9e par des robots corrompus sur<strong> un syst\u00e8me de trading de <\/strong><a href=\"https:\/\/datascientest.com\/en-savoir-plus-sur-les-cryptomonnaies\">cryptomonnaies<\/a>. Les criminels ont tent\u00e9 de comprendre comment les robots effectuaient le trading, puis les ont utilis\u00e9s pour tromper l&rsquo;algorithme.<\/p><p>Cette technique n&rsquo;est pas nouvelle, mais <strong>les algorithmes ont aujourd&rsquo;hui des responsabilit\u00e9s<\/strong> plus importantes. Ceci accro\u00eet l&rsquo;impact de leurs d\u00e9cisions, y compris les mauvaises.<\/p><p>En conclusion, <strong>l&rsquo;intelligence artificielle est une \u00e9p\u00e9e \u00e0 double tranchant<\/strong>. Elle peut \u00eatre b\u00e9n\u00e9fique dans de nombreux domaines, y compris celui de la cybers\u00e9curit\u00e9. Toutefois, elle peut aussi repr\u00e9senter une menace. Les experts en s\u00e9curit\u00e9 doivent donc sans cesse d\u00e9velopper de nouvelles d\u00e9fenses \u00e0 la pointe de la technologie pour contrecarrer les innovations des hackers.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7d85bc elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"d7d85bc\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/KTfrbvxKQwo&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a58401a elementor-widget elementor-widget-text-editor\" data-id=\"a58401a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Pour plus d&rsquo;informations sur le sujet, d\u00e9couvrez <a href=\"https:\/\/datascientest.com\/cybersecurite-donnees-hackers\">pourquoi les donn\u00e9es sont devenues la cible des hackers<\/a>. Pour lutter contre la cybercriminalit\u00e9, d\u00e9couvrez quelles sont <a href=\"https:\/\/datascientest.com\/competences-travail-ia\">les comp\u00e9tences requises pour travailler dans le domaine de l&rsquo;IA<\/a>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a80d50 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"3a80d50\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formation-machine-learning-engineer\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Se former dans le domaine de l'IA<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Les cybercriminels et les hackers utilisent de plus en plus l&rsquo;intelligence artificielle et le Machine Learning. D\u00e9couvrez trois m\u00e9thodes de cyberattaques bas\u00e9es sur l&rsquo;IA. L&rsquo;intelligence artificielle offre de formidables possibilit\u00e9s, mais elle peut aussi \u00eatre utilis\u00e9e par les cybercriminels. Durant un sommet de cybers\u00e9curit\u00e9 organis\u00e9 par la NCSA et le Nasdaq, trois experts ont tir\u00e9 [&hellip;]<\/p>\n","protected":false},"author":29,"featured_media":11827,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2431],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Comment les cybercriminels utilisent l&#039;intelligence artificielle ?<\/title>\n<meta name=\"description\" content=\"D\u00e9couvrez trois fa\u00e7ons dont les cybercriminels et hackers peuvent utiliser l&#039;intelligence artificielle et le Machine Learning.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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