{"id":4924,"date":"2020-07-06T13:53:40","date_gmt":"2020-07-06T12:53:40","guid":{"rendered":"https:\/\/datascientest.com\/?p=4924"},"modified":"2024-11-20T16:05:36","modified_gmt":"2024-11-20T16:05:36","slug":"quelle-difference-entre-le-machine-learning-et-deep-learning","status":"publish","type":"post","link":"https:\/\/datascientest.com\/quelle-difference-entre-le-machine-learning-et-deep-learning","title":{"rendered":"Machine Learning vs Deep Learning : Quelles diff\u00e9rences ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4924\" class=\"elementor elementor-4924\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-966f977 e-flex e-con-boxed e-con\" data-id=\"966f977\" 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-881bff6 elementor-widget elementor-widget-text-editor\" data-id=\"881bff6\" 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>Aujourd\u2019hui, l\u2019analyse de donn\u00e9es repr\u00e9sente un facteur cl\u00e9 dans la prise de d\u00e9cision des entreprises. Ces donn\u00e9es n\u00e9cessitent d\u2019\u00eatre pr\u00e9-trait\u00e9es et analys\u00e9es en utilisant l\u2019<a href=\"https:\/\/datascientest.com\/intelligence-artificielle-definition\">Intelligence artificielle<\/a> gr\u00e2ce \u00e0 des m\u00e9thodes de Machine Learning comme le Deep Learning. L\u2019IA est ainsi devenue une r\u00e9alit\u00e9 aux multiples applications quotidiennes dont le nombre ne fera qu\u2019augmenter dans les ann\u00e9es \u00e0 venir. \u00a0 Pour vous permettre de mieux appr\u00e9hender ces concepts cl\u00e9s , nous avons pens\u00e9 qu\u2019il serait judicieux de mieux les d\u00e9finir.<\/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-b86d0e4 elementor-widget elementor-widget-text-editor\" data-id=\"b86d0e4\" 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>Depuis plusieurs ann\u00e9es, l&rsquo;Intelligence artificielle, le Machine Learning et le Deep Learning sont utilis\u00e9s pour une immense vari\u00e9t\u00e9 d&rsquo;applications. \u00c0 tel point que ces termes sont souvent confondus \u00e0 tort.<span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\">Bien qu&rsquo;ils soient li\u00e9s entre eux, chacun de ses concepts \u00e0 sa propre signification. Pour faire simple, le Deep Learning est une sous-cat\u00e9gorie du Machine Learning \u00e9tant lui-m\u00eame une sous-cat\u00e9gorie de l&rsquo;Intelligence artificielle. A travers ce dossier, d\u00e9couvrez la d\u00e9finition de chacun de ces termes et les diff\u00e9rences entre eux !<\/span><\/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-89c3f6d elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"89c3f6d\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/DazUaVu5MO0&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<div class=\"elementor-element elementor-element-7d6fd49 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"7d6fd49\" 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 en Machine Learning<\/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<div class=\"elementor-element elementor-element-a297e00 e-flex e-con-boxed e-con\" data-id=\"a297e00\" 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-8e6212b elementor-widget elementor-widget-heading\" data-id=\"8e6212b\" 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><h3 class=\"elementor-heading-title elementor-size-default\">Qu'est-ce que l'intelligence artificielle ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e54949d elementor-widget elementor-widget-text-editor\" data-id=\"e54949d\" 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>L&rsquo;Intelligence artificielle est <strong>une science visant \u00e0 permettre aux machines de penser et d&rsquo;agir comme des humains<\/strong>. Elle vise \u00e0 doter un ordinateur d&rsquo;une intelligence comparable \u00e0 celle de l&rsquo;humain.<\/p><p>Toutefois, il n&rsquo;existe actuellement aucun processeur informatique capable de rivaliser avec le cerveau humain. M\u00eame si les machines excellent pour <strong>appliquer des r\u00e8gles et ex\u00e9cuter des t\u00e2ches<\/strong>, une action simple pour un humain peut \u00eatre extr\u00eamement complexe pour un ordinateur.<span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\">Par exemple, porter un plateau de boissons dans un bar et servir chaque verre au bon client est le travail d&rsquo;un serveur que n&rsquo;importe quel humain peut accomplir, m\u00eame si certains auront plus d&rsquo;habilet\u00e9.<\/span><\/p><p>Pourtant, il s&rsquo;agit d&rsquo;un <strong>exercice complexe de prise de d\u00e9cision<\/strong> bas\u00e9 sur un vaste volume de donn\u00e9es transmises entre les neurones et le cerveau humain.<span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\">Les ordinateurs ne sont pas encore capables d&rsquo;effectuer ce travail si efficacement qu&rsquo;un humain. Toutefois, le Machine Learning et le Deep Learning constituent <\/span><strong style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">un grand pas dans cette direction<\/strong><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\"> en leur permettant d&rsquo;analyser de larges volumes de donn\u00e9es et de prendre des d\u00e9cisions bas\u00e9es dessus sans intervention humaine&#8230;<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d5f1ec e-flex e-con-boxed e-con\" data-id=\"1d5f1ec\" 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<div class=\"elementor-element elementor-element-d403f95 e-con-full e-flex e-con\" data-id=\"d403f95\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-397b7de e-con-full e-flex e-con\" data-id=\"397b7de\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fdbc662 elementor-widget elementor-widget-video\" data-id=\"fdbc662\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=mGHZohCf11A&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-afa7f8d elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"afa7f8d\" 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-intelligence-artificielle\">\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\">D\u00e9couvrir notre formation en 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<\/div>\n\t\t<div class=\"elementor-element elementor-element-acb7e9f e-con-full e-flex e-con\" data-id=\"acb7e9f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\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<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-02ee596 e-flex e-con-boxed e-con\" data-id=\"02ee596\" 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-2122c8d elementor-widget elementor-widget-heading\" data-id=\"2122c8d\" 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\">Qu'est ce que le Machine Learning ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-01a0aa4 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"01a0aa4\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/hyYp4bP-dl8&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-e6c1058 elementor-widget elementor-widget-text-editor\" data-id=\"e6c1058\" 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><span style=\"font-weight: 400;\">Le<\/span> <a href=\"https:\/\/datascientest.com\/machine-learning-tout-savoir\">Machine Learning<\/a><span style=\"font-weight: 400;\"> a \u00e9t\u00e9 d\u00e9fini par son pionnier Arthur Samuel en 1959 comme le \u00ab<\/span><i><span style=\"font-weight: 400;\">\u00a0champ d\u2019\u00e9tude qui donne aux ordinateurs la capacit\u00e9 d\u2019apprendre sans \u00eatre explicitement programm\u00e9s \u00e0 apprendre\u00a0\u00bb.<\/span><\/i><\/p><p><span style=\"font-weight: 400;\">En effet, c\u2019est une approche <\/span><b>fond\u00e9e<\/b><span style=\"font-weight: 400;\"> sur des <\/span><b>analyses statistiques<\/b><span style=\"font-weight: 400;\"> permettant aux ordinateurs d\u2019<\/span><b>am\u00e9liorer leurs performances \u00e0 partir de donn\u00e9es<\/b><span style=\"font-weight: 400;\">, et \u00e0 r\u00e9soudre des t\u00e2ches sans \u00eatre explicitement programm\u00e9es pour celles-ci. En fonction de la pr\u00e9sence ou non des cibles, les apprentissages peuvent \u00eatre classifi\u00e9s en plusieurs types\u00a0: supervis\u00e9, semi-supervis\u00e9, non-supervis\u00e9 ou par renforcement.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Le Machine Learning est un domaine de recherche tr\u00e8s actif dont de nouveaux algorithmes et domaines d\u2019application sont d\u00e9couverts chaque jour. Il existe donc un besoin croissant d\u2019algorithmes automatiques pour analyser et donner un sens \u00e0 ces donn\u00e9es, pour pouvoir faire des pr\u00e9dictions, ou encore pour avoir une meilleure compr\u00e9hension du processus qui g\u00e9n\u00e8re ces donn\u00e9es.<\/span><\/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-084ed56 elementor-widget elementor-widget-image\" data-id=\"084ed56\" data-element_type=\"widget\" data-widget_type=\"image.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-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"230\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/07\/Illu_Machine-Learning_170223-1.png\" class=\"attachment-large size-large wp-image-191297\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/07\/Illu_Machine-Learning_170223-1.png 940w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/07\/Illu_Machine-Learning_170223-1-300x86.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/07\/Illu_Machine-Learning_170223-1-768x221.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5ff3b8b elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"5ff3b8b\" 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\">Approfondir le Machine Learning<\/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<div class=\"elementor-element elementor-element-b574327 e-flex e-con-boxed e-con\" data-id=\"b574327\" 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-3bfc8a9 elementor-widget elementor-widget-heading\" data-id=\"3bfc8a9\" 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\">Qu'est ce le Deep Learning ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a5c749 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"8a5c749\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/G7WxP0dcPC8&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-f702bf2 elementor-widget elementor-widget-text-editor\" data-id=\"f702bf2\" 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><span style=\"font-weight: 400;\">Le <a href=\"https:\/\/datascientest.com\/deep-learning\">Deep Learning<\/a>, sous-cat\u00e9gorie du Machine Learning, est une m\u00e9thode d\u2019apprentissage automatique qui <\/span><b>s\u2019inspire du fonctionnement du syst\u00e8me nerveux des \u00eatres vivants<\/b><span style=\"font-weight: 400;\">.<\/span><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Les algorithmes du Deep Learning traitent l\u2019information re\u00e7ue de fa\u00e7on similaire \u00e0 ce que feraient nos r\u00e9seaux de neurones en r\u00e9ponse aux signaux nerveux qui leur sont destin\u00e9s. En fonction du type et de la fr\u00e9quence des messages re\u00e7us, certains r\u00e9seaux de neurones vont se d\u00e9velopper quantitativement et qualitativement alors que d\u2019autres vont r\u00e9gresser.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Le Deep Learning fait de grands progr\u00e8s dans la r\u00e9solution de probl\u00e8mes qui ont r\u00e9sist\u00e9 aux meilleures tentatives de la communaut\u00e9 de l&rsquo;intelligence artificielle depuis de nombreuses ann\u00e9es. Il s&rsquo;est av\u00e9r\u00e9 tr\u00e8s bon pour <\/span><b>d\u00e9couvrir des structures complexes<\/b><span style=\"font-weight: 400;\"> dans des donn\u00e9es de haute dimension et est donc applicable \u00e0 de nombreux domaines de la science, des affaires et du gouvernement.<\/span><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Cependant, il n\u00e9cessite la plupart du temps un grand volume de donn\u00e9es et donc une <\/span><b style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">large puissance de traitement<\/b><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\"> pour constituer et exploiter un r\u00e9seau de neurones.<\/span><\/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-321dd6a elementor-widget elementor-widget-image\" data-id=\"321dd6a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"230\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/07\/Illu_Deep-Learning_170223-1.png\" class=\"attachment-large size-large wp-image-191294\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/07\/Illu_Deep-Learning_170223-1.png 940w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/07\/Illu_Deep-Learning_170223-1-300x86.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/07\/Illu_Deep-Learning_170223-1-768x221.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-81f5b6f elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"81f5b6f\" 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=\"\/formation-intelligence-artificielle\">\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 en intelligence artificielle<\/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<div class=\"elementor-element elementor-element-3bc3315 e-flex e-con-boxed e-con\" data-id=\"3bc3315\" 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-757ff49 elementor-widget elementor-widget-heading\" data-id=\"757ff49\" 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\">Deep Learning vs Machine Learning : quelles sont les diff\u00e9rences ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7cfd445 elementor-widget elementor-widget-text-editor\" data-id=\"7cfd445\" 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>Le Machine Learning et le Deep Learning sont deux types d&rsquo;intelligence artificielle. Le Machine Learning est une IA <strong>capable de s&rsquo;adapter automatiquement avec une interf\u00e9rence humaine minimale<\/strong>, et le Deep Learning est un <strong>sous-ensemble du Machine Learning<\/strong> utilisant les <a href=\"https:\/\/datascientest.com\/deep-learning-reseau-de-neurones-biologiques-ou-artificiels\">r\u00e9seaux de neurones<\/a> pour mimer le processus d&rsquo;apprentissage du cerveau humain.<\/p><p>Plusieurs diff\u00e9rences majeures s\u00e9parent ces deux concepts. Le Deep Learning requiert de plus larges volumes de donn\u00e9es d&rsquo;entra\u00eenement, mais apprend de son propre environnement et de ses erreurs.<span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\">Au contraire, le Machine Learning permet l&rsquo;entra\u00eenement sur des jeux de donn\u00e9es moins vastes, <\/span><strong style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">mais requiert davantage d&rsquo;intervention humaine<\/strong><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\"> pour apprendre et corriger ses erreurs.<\/span><\/p><p>Dans le cas du Machine Learning, un humain doit intervenir pour labelliser les donn\u00e9es et indiquer leurs caract\u00e9ristiques. Un syst\u00e8me Deep Learning tente au contraire d&rsquo;apprendre ces caract\u00e9ristiques <strong>sans intervention humaine<\/strong>.<span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\">Par exemple, pour la reconnaissance faciale, le programme de Deep Learning apprend d&rsquo;abord \u00e0 d\u00e9tecter et reconna\u00eetre les bordures et les lignes du visage. Il apprend ensuite les parties les plus importantes des visages, et finalement la repr\u00e9sentation g\u00e9n\u00e9rale des visages. Ceci requiert d&rsquo;immenses volumes de donn\u00e9es, mais <\/span><strong style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">la probabilit\u00e9 de r\u00e9ussite augmente au fil de l&rsquo;entra\u00eenement<\/strong><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\">.<\/span><\/p><p>L&rsquo;approche est radicalement diff\u00e9rente. Les <a href=\"https:\/\/datascientest.com\/de-nouveaux-algorithmes-dintelligence-artificielle-voient-la-vie-en-3d\">algorithmes<\/a> de Machine Learning tendent \u00e0 s\u00e9parer les donn\u00e9es en plusieurs parties, qui sont ensuite combin\u00e9es pour proposer un r\u00e9sultat ou une solution. De leur c\u00f4t\u00e9, les <strong>syst\u00e8mes Deep Learning<\/strong> consid\u00e8rent un probl\u00e8me dans son enti\u00e8ret\u00e9.<\/p><p>Le Machine Learning n\u00e9cessite un temps d&rsquo;entra\u00eenement plus court, mais <strong>son niveau de pr\u00e9cision est plus faible<\/strong>. Le Deep Learning permet \u00e0 la machine de r\u00e9aliser des corr\u00e9lations complexes et non lin\u00e9aires entre les donn\u00e9es.<span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\">L&rsquo;<\/span><strong style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">entra\u00eenement Deep Learning<\/strong><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\"> est beaucoup plus long \u00e0 cause de l&rsquo;importante quantit\u00e9 de donn\u00e9es \u00e0 traiter, et des nombreux param\u00e8tres et formules math\u00e9matiques impliqu\u00e9s. Un syst\u00e8me Machine Learning peut \u00eatre entra\u00een\u00e9 en quelques secondes ou quelques heures, tandis que le Deep Learning peut n\u00e9cessiter des semaines.<\/span><\/p><p>Enfin, le Machine Learning permet l&rsquo;entra\u00eenement sur un <strong>CPU <\/strong>(unit\u00e9 de traitement centrale) tandis que le Deep Learning requiert un <a href=\"https:\/\/datascientest.com\/gpu-data-science\">GPU<\/a> (unit\u00e9 de traitement graphique). Ce puissant hardware est indispensable pour <strong>traiter les larges volumes de donn\u00e9es<\/strong> et effectuer les calculs complexes des algorithmes.<span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\">Compte tenu de leurs diff\u00e9rences, le Machine Learning et le Deep Learning sont utilis\u00e9s pour diff\u00e9rentes applications. Le Machine Learning est exploit\u00e9 par les <\/span><strong style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">programmes pr\u00e9dictifs<\/strong><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\"> de la finance ou de la m\u00e9t\u00e9o, les identificateurs de spam dans les emails, ou encore les programmes visant \u00e0 concevoir des traitements personnalis\u00e9s pour les malades.<\/span><\/p><p>Le Deep Learning est utilis\u00e9 pour les recommandations des services de streaming, la reconnaissance faciale, mais \u00e9galement pour les v\u00e9hicules autonomes. Gr\u00e2ce aux r\u00e9seaux de neurones, les voitures sont capables de d\u00e9terminer les objets \u00e0 \u00e9viter, de reconna\u00eetre les feux tricolores et les panneaux, et de savoir quand acc\u00e9l\u00e9rer ou ralentir.<\/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-955324a e-flex e-con-boxed e-con\" data-id=\"955324a\" 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-6a1eb44 elementor-widget elementor-widget-heading\" data-id=\"6a1eb44\" 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\">Machine Learning et Deep Learning : R\u00e9capitulatif en six points cl\u00e9s <\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-854512f elementor-widget elementor-widget-text-editor\" data-id=\"854512f\" 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 naviguer sereinement entre <b>Machine Learning<\/b> et <b>Deep Learning<\/b>, d\u00e9couvrez ce tableau r\u00e9cap con\u00e7u sp\u00e9cialement par DataScientest pour vous :<\/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-d45edba eael-table-align-center eael-dt-th-align-left elementor-widget elementor-widget-eael-data-table\" data-id=\"d45edba\" data-element_type=\"widget\" data-widget_type=\"eael-data-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"eael-data-table-wrap\" data-table_id=\"d45edba\" id=\"eael-data-table-wrapper-d45edba\" data-custom_responsive=\"false\">\n\t\t\t<table class=\"tablesorter eael-data-table center\" id=\"eael-data-table-d45edba\">\n\t\t\t    <thead>\n\t\t\t        <tr class=\"table-header\">\n\t\t\t\t\t\t\t\t\t            <th class=\"\" id=\"\" colspan=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"data-table-header-text\"><\/span><\/th>\n\t\t\t        \t\t\t\t            <th class=\"\" id=\"\" colspan=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"data-table-header-text\">MACHINE LEARNING<\/span><\/th>\n\t\t\t        \t\t\t\t            <th class=\"\" id=\"\" colspan=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"data-table-header-text\">DEEP LEARNING<\/span><\/th>\n\t\t\t        \t\t\t\t        <\/tr>\n\t\t\t    <\/thead>\n\t\t\t  \t<tbody>\n\t\t\t\t\t\t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\"><i><b>Domaines d'application principaux<\/b><\/i><\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">Classification et r\u00e9gression sur donn\u00e9es tabulaires<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">Classification et r\u00e9gression sur donn\u00e9es tabulaires, traitement de langage naturel, et computer vision<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\"><i><b>Volume de donn\u00e9es d'entra\u00eenement observ\u00e9 dans la pratique<\/b><\/i><\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">Des milliers d'observations<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">Big Data : des millions d'observations<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\"><i><b>Type de mod\u00e9lisation<\/b><\/i><\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">Mod\u00e8le statique. R\u00e9solution d'un programme d'optimisation . Plus d'observations que de param\u00e8tres<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">Optimisation num\u00e9rique. Architecture du r\u00e9seau de neurones et la fonction d'apprentissage \/ de perte. Plus de param\u00e8tres que d'observations<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t    <\/tbody>\n\t\t\t<\/table>\n\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-b7e32de elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"b7e32de\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"460\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/07\/Tableau_recap_170223-1.png\" class=\"attachment-large size-large wp-image-191298\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/07\/Tableau_recap_170223-1.png 940w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/07\/Tableau_recap_170223-1-300x172.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/07\/Tableau_recap_170223-1-768x441.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\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-1eebb33 e-flex e-con-boxed e-con\" data-id=\"1eebb33\" 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-173c2ec elementor-widget elementor-widget-text-editor\" data-id=\"173c2ec\" 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 souhaitez aller plus loin dans votre apprentissage du Machine Learning et du Deep Learning ? <a href=\"https:\/\/datascientest.com\/formation-deep-learning\">D\u00e9couvrez notre formation sur le sujet !<\/a><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\">Si vous souhaitez devenir ma\u00eetre en la mati\u00e8re, d\u00e9marrez prochainement l&rsquo;un de nos <\/span><strong style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">bootcamp en Data Science<\/strong><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\"> !\u00a0<\/span><\/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-d350641 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"d350641\" 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=\"\/formation-intelligence-artificielle\">\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 en intelligence artificielle<\/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<div class=\"elementor-element elementor-element-169d269 e-flex e-con-boxed e-con\" data-id=\"169d269\" 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-3932ff4 elementor-widget elementor-widget-html\" data-id=\"3932ff4\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t <script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [{\n    \"@type\": \"Question\",\n    \"name\": \"Qu'est-ce que l'intelligence artificielle ?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"L'Intelligence artificielle est une science visant \u00e0 permettre aux machines de penser et d'agir comme des humains. 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Ces donn\u00e9es n\u00e9cessitent d\u2019\u00eatre pr\u00e9-trait\u00e9es et analys\u00e9es en utilisant l\u2019Intelligence artificielle gr\u00e2ce \u00e0 des m\u00e9thodes de Machine Learning comme le Deep Learning. L\u2019IA est ainsi devenue une r\u00e9alit\u00e9 aux multiples applications quotidiennes dont le nombre ne fera qu\u2019augmenter dans les [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":191293,"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>Machine Learning vs Deep Learning : Quelles diff\u00e9rences ?<\/title>\n<meta name=\"description\" content=\"Machine Learning, Deep Learning : Difficile de vous y retrouver ? 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Il est dipl\u00f4m\u00e9 de l'Universit\u00e9 Paris Cit\u00e9 avec un Master MIAGE, combinant comp\u00e9tences en informatique et gestion.","sameAs":["https:\/\/www.linkedin.com\/in\/jeremyrobert1\/","Data Science"],"url":"https:\/\/datascientest.com\/author\/jeremyrobert"}]}},"_links":{"self":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts\/4924"}],"collection":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/users\/78"}],"replies":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/comments?post=4924"}],"version-history":[{"count":12,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts\/4924\/revisions"}],"predecessor-version":[{"id":257046,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts\/4924\/revisions\/257046"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/media\/191293"}],"wp:attachment":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/media?parent=4924"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/categories?post=4924"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/tags?post=4924"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}