{"id":12291,"date":"2020-10-13T15:00:26","date_gmt":"2020-10-13T14:00:26","guid":{"rendered":"https:\/\/datascientest.com\/?p=12291"},"modified":"2023-11-09T14:11:45","modified_gmt":"2023-11-09T14:11:45","slug":"machine-learning-quantique","status":"publish","type":"post","link":"https:\/\/datascientest.com\/machine-learning-quantique","title":{"rendered":"Tout savoir sur le Machine Learning quantique, \u00e0 la crois\u00e9e des nouvelles technologies"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"12291\" class=\"elementor elementor-12291\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9f10630 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9f10630\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-de397fe\" data-id=\"de397fe\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9e8c1d1 elementor-widget elementor-widget-heading\" data-id=\"9e8c1d1\" 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\">Le Machine Learning quantique est la combinaison entre les technologies d'apprentissage automatique et de Quantum Computing. D\u00e9couvrez tout ce que vous devez savoir sur son fonctionnement, sur les langages de programmation et sur les services Cloud existants.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e657012 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e657012\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8b6cfae\" data-id=\"8b6cfae\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fa89ed4 elementor-widget elementor-widget-text-editor\" data-id=\"fa89ed4\" 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>Le Machine Learning et l&rsquo;informatique quantique sont<strong> deux technologies r\u00e9volutionnaires<\/strong> en plein essor en ce d\u00e9but de si\u00e8cle. Toutes deux sont vou\u00e9es \u00e0 transformer le monde et nos vies.<\/p><p>L&rsquo;<strong>apprentissage automatique, ou Machine Learning<\/strong>, est une sous-cat\u00e9gorie d&rsquo;intelligence artificielle permettant \u00e0 un ordinateur d&rsquo;apprendre et de s&rsquo;am\u00e9liorer en accumulant de l&rsquo;exp\u00e9rience. Ainsi, plut\u00f4t que d&rsquo;\u00eatre programm\u00e9, le syst\u00e8me apprend de fa\u00e7on autonome \u00e0 la mani\u00e8re d&rsquo;un humain.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0eb089b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0eb089b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7a67bba\" data-id=\"7a67bba\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-924ee3f elementor-widget elementor-widget-text-editor\" data-id=\"924ee3f\" 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<blockquote><p>De son c\u00f4t\u00e9, l&rsquo;informatique quantique ou Quantum Computing consiste \u00e0 exploiter les ph\u00e9nom\u00e8nes de m\u00e9canique quantique pour effectuer des calculs et op\u00e9rations math\u00e9matiques. En th\u00e9orie, la puissance d&rsquo;un ordinateur quantique est telle qu&rsquo;il offre de nouvelles possibilit\u00e9s par rapport \u00e0 un ordinateur classique.<\/p><\/blockquote>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bd7301f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bd7301f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cfa487c\" data-id=\"cfa487c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-14b1471 elementor-widget elementor-widget-text-editor\" data-id=\"14b1471\" 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>Ainsi, de telles machines peuvent permettre de r\u00e9aliser des simulations extr\u00eamement complexes, de concevoir de nouveaux m\u00e9dicaments, d&rsquo;inventer de nouveaux mat\u00e9riaux par le biais de cartographies atomiques&#8230; <strong>ou d&rsquo;entra\u00eener des syst\u00e8mes de Machine Learning<\/strong>.<\/p><p>En effet, lorsque les points de donn\u00e9es sont projet\u00e9s \u00e0 grande \u00e9chelle pendant des t\u00e2ches de Machine Learning, il est difficile pour un ordinateur classique d&rsquo;effectuer des calculs si larges. Les op\u00e9rations pourront \u00eatre r\u00e9alis\u00e9es, mais<strong> cela n\u00e9cessitera de nombreuses heures<\/strong>.<\/p><p>Gr\u00e2ce \u00e0 la superposition des bits, les ordinateurs quantiques permettent de rem\u00e9dier \u00e0 ce probl\u00e8me et d&rsquo;acc\u00e9l\u00e9rer fortement l&rsquo;apprentissage automatique. C&rsquo;est<strong> le \u00a0\u00bb Machine Learning quantique \u00ab\u00a0<\/strong>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-31080b9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"31080b9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6bcfe32\" data-id=\"6bcfe32\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5bc556e elementor-widget elementor-widget-video\" data-id=\"5bc556e\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=DmzWsvb-Un4&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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d1ba7ec elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d1ba7ec\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-50e4441\" data-id=\"50e4441\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6d2bd06 elementor-widget elementor-widget-heading\" data-id=\"6d2bd06\" 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\">Comment fonctionne le Machine Learning quantique ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-aaa9414 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aaa9414\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8c56fad\" data-id=\"8c56fad\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4a1785b elementor-widget elementor-widget-text-editor\" data-id=\"4a1785b\" 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>Il est possible d&rsquo;effectuer le Machine Learning quantique<strong> sur n&rsquo;importe quel ordinateur quantique accessible via le Cloud<\/strong>. On commence par configurer le nombre de tentatives que l&rsquo;algorithme r\u00e9alisera, le nombre de qubits qu&rsquo;aura le circuit (\u00e9quivalent au nombre de caract\u00e9ristiques du dataset), puis on lance l&rsquo;algorithme de Machine Learning dot\u00e9 d&rsquo;un comportement quantique.<\/p><p>Un ordinateur quantique <strong>peut \u00eatre utilis\u00e9 et entra\u00een\u00e9 comme un r\u00e9seau de neurones<\/strong>, et les r\u00e9seaux de neurones pr\u00e9sentent des caract\u00e9ristiques de physique quantique. Un circuit d&rsquo;ordinateur quantique entra\u00een\u00e9 peut \u00eatre utilis\u00e9 pour classifier le contenu d&rsquo;images. Pour ce faire, l&rsquo;image est encod\u00e9e dans l&rsquo;\u00e9tat physique de l&rsquo;appareil et des mesures sont prises.<\/p><p>Le Machine Learning quantique va plus loin que l&rsquo;utilisation d&rsquo;ordinateurs quantiques pour r\u00e9soudre des probl\u00e8mes d&rsquo;apprentissage automatique. Un ordinateur quantique est capable de <strong>modifier lui-m\u00eame les param\u00e8tres de contr\u00f4les<\/strong> requis pour devenir meilleur dans l&rsquo;ex\u00e9cution d&rsquo;une t\u00e2che sp\u00e9cifique. Le concept \u00a0\u00bb d&rsquo;apprentissage \u00a0\u00bb est donc pouss\u00e9 encore plus loin.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8682995 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8682995\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a19d38c\" data-id=\"a19d38c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2f9cb0b elementor-widget elementor-widget-heading\" data-id=\"2f9cb0b\" 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\">Quels sont les langages de programmation de Machine Learning quantique ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1faa920 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1faa920\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-139ad0f\" data-id=\"139ad0f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f0afd4b elementor-widget elementor-widget-text-editor\" data-id=\"f0afd4b\" 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 le Machine Learning quantique, on utilise principalement <strong>les biblioth\u00e8ques Qiskit et Pennylane de Python<\/strong>. Qiskit est un SDK open source permettant de travailler avec des ordinateurs quantiques au niveau des pulsations, des circuits et des algorithmes. Il offre des outils de cr\u00e9ation et de manipulation des programmes quantiques et permet de les ex\u00e9cuter sur des prototypes d&rsquo;appareils quantiques.<\/p><p>De son c\u00f4t\u00e9, Pennylane permet notamment d&rsquo;effectuer un changement de param\u00e8tres au sein d&rsquo;une optimisation de descente graduelle. On parle alors d&rsquo;une<strong> \u00a0\u00bb descente graduelle quantique \u00ab\u00a0<\/strong>. Cette biblioth\u00e8que est multi-plateformes et facilement int\u00e9grable avec Qiskit.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f562e5a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f562e5a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3750ca6\" data-id=\"3750ca6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2e70d57 elementor-widget elementor-widget-video\" data-id=\"2e70d57\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=C9LrOVtDXQI&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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3bdc5f2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3bdc5f2\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-129dca6\" data-id=\"129dca6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2942fba elementor-widget elementor-widget-heading\" data-id=\"2942fba\" 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\">Quels sont les services de Machine Learning quantique ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4943123 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4943123\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ccea2e6\" data-id=\"ccea2e6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ead602d elementor-widget elementor-widget-text-editor\" data-id=\"ead602d\" 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>Il existe d\u00e9j\u00e0 plusieurs services permettant d&rsquo;effectuer du Machine Learning quantique. <strong>IBM propose sa Q Experience<\/strong> : une plateforme en ligne permettant d&rsquo;acc\u00e9der aux diff\u00e9rents prototypes de processeurs quantiques par le biais du Cloud. Le service regroupe un composeur de circuit, et supporte Python et Qiskit.<\/p><p>De son c\u00f4t\u00e9, <strong>Rigetti Computing offre la suite d&rsquo;outils Forest<\/strong> enti\u00e8rement d\u00e9di\u00e9e \u00e0 l&rsquo;informatique quantique. Elle regroupe un langage de programmation et des outils de d\u00e9veloppement.<\/p><p>Enfin, <strong>la startup canadienne Xanadu<\/strong> d\u00e9livre via le Cloud l&rsquo;acc\u00e8s \u00e0 un processeur quantique photonique. Ce dernier peut prendre en charge des puces de 8, 12 ou 24 qubits.<\/p><p>Pour l&rsquo;heure, <strong>le Machine Learning quantique n&rsquo;en est qu&rsquo;\u00e0 ses balbutiements<\/strong>. Toutefois, plusieurs applications sont d\u00e9j\u00e0 tr\u00e8s r\u00e9ussies et cette technologie disruptive devrait offrir de nouvelles opportunit\u00e9s dans le futur&#8230;<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d36c5b0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d36c5b0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d561cbd\" data-id=\"d561cbd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-653ed53 elementor-widget elementor-widget-video\" data-id=\"653ed53\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=LAA0-vjTaNY&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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-64e071c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"64e071c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f3db628\" data-id=\"f3db628\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b170045 elementor-widget elementor-widget-text-editor\" data-id=\"b170045\" 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>Vous savez tout sur le Machine Learning quantique. Pour plus d&rsquo;informations sur le sujet, d\u00e9couvrez <a href=\"https:\/\/datascientest.com\/machine-learning\" target=\"_blank\" rel=\"noopener\">notre introduction au Machine Learning<\/a> ou encore <a href=\"https:\/\/datascientest.com\/introduction-a-python\" target=\"_blank\" rel=\"noopener\">nos conseils pour apprendre le langage Python<\/a>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Le Machine Learning quantique est la combinaison entre les technologies d&rsquo;apprentissage automatique et de Quantum Computing. D\u00e9couvrez tout ce que vous devez savoir sur son fonctionnement, sur les langages de programmation et sur les services Cloud existants. Le Machine Learning et l&rsquo;informatique quantique sont deux technologies r\u00e9volutionnaires en plein essor en ce d\u00e9but de si\u00e8cle. [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":12299,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2497],"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>Le Machine Learning quantique, \u00e0 la crois\u00e9e des nouvelles technologies<\/title>\n<meta name=\"description\" content=\"D\u00e9couvrez tout ce que vous devez savoir sur le Machine Learning quantique, combinant les technologies d&#039;IA et de Quantum Computing.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/machine-learning-quantique\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tout savoir sur le Machine Learning quantique, \u00e0 la crois\u00e9e des nouvelles technologies\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/machine-learning-quantique\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2020-10-13T14:00:26+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-11-09T14:11:45+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/10\/machine-learning-quantique.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1230\" \/>\n\t<meta property=\"og:image:height\" content=\"675\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"J\u00e9r\u00e9my Robert\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"J\u00e9r\u00e9my Robert\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/machine-learning-quantique\",\"url\":\"https:\/\/datascientest.com\/machine-learning-quantique\",\"name\":\"Le Machine Learning quantique, \u00e0 la crois\u00e9e des nouvelles technologies\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2020-10-13T14:00:26+00:00\",\"dateModified\":\"2023-11-09T14:11:45+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925\"},\"description\":\"D\u00e9couvrez tout ce que vous devez savoir sur le Machine Learning quantique, combinant les technologies d'IA et de Quantum Computing.\",\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/machine-learning-quantique\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/datascientest.com\/#website\",\"url\":\"https:\/\/datascientest.com\/\",\"name\":\"Formation Data Science | DataScientest.com\",\"description\":\"Leader de la formation en Data Science\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/datascientest.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925\",\"name\":\"J\u00e9r\u00e9my Robert\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/jeremyrobert.jpeg\",\"contentUrl\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/jeremyrobert.jpeg\",\"caption\":\"J\u00e9r\u00e9my Robert\"},\"description\":\"J\u00e9r\u00e9my Robert est actuellement Directeur p\u00e9dagogique B2B chez DataScientest.com. 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