{"id":6013,"date":"2024-07-10T16:45:28","date_gmt":"2024-07-10T14:45:28","guid":{"rendered":"https:\/\/niryo.com\/?p=6013"},"modified":"2024-07-17T16:23:30","modified_gmt":"2024-07-17T14:23:30","slug":"difference-intelligence-articielle-machine-deep-learning","status":"publish","type":"post","link":"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/","title":{"rendered":"Quelle est la diff\u00e9rence entre l’Intelligence Artificielle, le Machine Learning et le Deep Learning ?"},"content":{"rendered":"

L\u2019intelligence artificielle (AI), l\u2019apprentissage en profondeur (DL ou deep learning) et l\u2019apprentissage automatique (M.L ou machine learning) font partie des domaines les plus populaires, les plus discut\u00e9s et les plus \u00e9volutifs du monde de la technologie.<\/span><\/p>\n

Ces technologies ont un impact significatif sur de nombreuses industries, notamment la robotique, o\u00f9 elles sont utilis\u00e9es pour d\u00e9velopper des syst\u00e8mes intelligents capables d\u2019effectuer des t\u00e2ches complexes.<\/span><\/p>\n

L\u2019un des domaines d\u2019application les plus int\u00e9ressants de l\u2019intelligence artificielle, du DL et du ML concerne les projets de bras robotiques. Dans cet article, nous explorerons quelques exemples de la fa\u00e7on dont l\u2019IA, le DL et le ML sont utilis\u00e9s pour d\u00e9velopper des robots \u00e0 bras intelligents capables d\u2019effectuer un large \u00e9ventail de t\u00e2ches.<\/span><\/p>\n

Bien que les trois soient souvent utilis\u00e9s de mani\u00e8re interchangeable, ce sont des termes distincts qui font r\u00e9f\u00e9rence \u00e0 diff\u00e9rents aspects des syst\u00e8mes informatiques. L’intelligence artificielle est le terme le plus large, englobant toutes les formes de syst\u00e8mes informatiques capables d’effectuer des t\u00e2ches qui n\u00e9cessitent g\u00e9n\u00e9ralement l’intelligence humaine. D’autre part, l’apprentissage automatique et l’apprentissage en profondeur sont des sous-domaines de l’IA qui impliquent d’entra\u00eener les ordinateurs \u00e0 apprendre \u00e0 partir de donn\u00e9es, \u00e0 reconna\u00eetre des mod\u00e8les et \u00e0 faire des pr\u00e9dictions.<\/span>
\n<\/span>
\n<\/span>Pour chacun d\u2019entre eux, nous donnerons d\u2019abord une d\u00e9finition simple mais pr\u00e9cise, puis nous l\u2019illustrerons avec notre sujet favori : la conception et l\u2019ing\u00e9nierie de bras robotiques.<\/span><\/p>\n

Intelligence artificielle : vers une intervention humaine minimale ?<\/b><\/h2>\n

L’intelligence artificielle (IA) fait r\u00e9f\u00e9rence \u00e0 la capacit\u00e9 d’une machine \u00e0 effectuer des t\u00e2ches qui n\u00e9cessiteraient g\u00e9n\u00e9ralement l’intelligence humaine. En robotique, l\u2019IA est utilis\u00e9e pour d\u00e9velopper des syst\u00e8mes intelligents capables d\u2019effectuer des t\u00e2ches de mani\u00e8re autonome ou avec une intervention humaine minimale. Les projets robotiques int\u00e9grant des technologies d’IA ont montr\u00e9 des r\u00e9sultats prometteurs dans diverses applications, telles que la fabrication, les soins de sant\u00e9 et l\u2019exploration spatiale.<\/span><\/p>\n

Un exemple d\u2019IA dans les projets d\u2019armes robotiques est l\u2019utilisation d\u2019algorithmes d\u2019apprentissage par renforcement (RL). Le RL est un sous-domaine du ML qui implique la formation d’un syst\u00e8me pour prendre des d\u00e9cisions bas\u00e9es sur des r\u00e9compenses ou des p\u00e9nalit\u00e9s. Pour un robot, les algorithmes RL peuvent \u00eatre utilis\u00e9s pour l\u2019entra\u00eener \u00e0 effectuer des t\u00e2ches complexes, telles que la saisie et la manipulation d’objets. Une <\/span>\u00e9tude men\u00e9e par des chercheurs de l\u2019Universit\u00e9 Carnegie Mellon<\/span><\/a> a d\u00e9montr\u00e9 l’utilisation du RL dans des bras robotiques pour effectuer des t\u00e2ches telles que le tri et l’assemblage de pi\u00e8ces dans une usine de fabrication.<\/span><\/p>\n

Deep learning : algorithmes et mod\u00e8les pour des applications r\u00e9elles<\/b><\/h2>\n

Le Deep Learning (DL) est un sous-domaine du Machine Learning qui utilise des r\u00e9seaux de neurones artificiels pour apprendre des mod\u00e8les dans les donn\u00e9es. Les algorithmes de Deep Learning sont utilis\u00e9s dans un large \u00e9ventail d\u2019applications, notamment la reconnaissance d\u2019images et de parole, le traitement du langage naturel et la robotique. Les algorithmes DL sont utilis\u00e9s dans les bras robotiques pour les entra\u00eener \u00e0 effectuer des t\u00e2ches n\u00e9cessitant une perception et une reconnaissance visuelles, comme la d\u00e9tection et le suivi des bords des composants m\u00e9talliques.<\/span><\/p>\n

Vous avez certainement entendu parler de l’utilisation d\u2019<\/span>une vision d\u00e9finie sur un bras robotis\u00e9<\/span><\/a>, eh bien, c\u2019est un exemple de Deep Learning\u00a0!<\/span><\/p>\n

Le d\u00e9veloppement de robots \u00e0 bras bas\u00e9s sur la vision utilise des algorithmes de Deep Learning pour traiter les donn\u00e9es visuelles et identifier les objets, leur permettant ainsi de saisir et de manipuler des objets de mani\u00e8re autonome.<\/span><\/p>\n

Chez Niryo, nous avons d\u00e9velopp\u00e9 un <\/span>robot collaboratif bas\u00e9 sur la vision<\/span><\/a> capable d\u2019effectuer des t\u00e2ches de s\u00e9lection et de placement avec une pr\u00e9cision de 99 %. Gr\u00e2ce \u00e0<\/span> Tensorflow <\/span><\/a>(un outil d\u2019apprentissage automatique open source d\u00e9velopp\u00e9 par Google), la reconnaissance de plusieurs objets est devenue possible avec <\/span>Ned2<\/span><\/a>\u00a0<\/span>! Voir l\u2019exemple ci-dessous.<\/span><\/p>\n

\u00a0<\/span><\/p>\n

https:\/\/www<\/span><\/a>.youtube.com\/watch\u00a0?v=u3CgVEPYTII<\/span><\/p>\n

Pr\u00e9sentation de la cam\u00e9ra Ned2s, alias Vision Set<\/span><\/i><\/p>\n

Machine Learning\u00a0: une mani\u00e8re supervis\u00e9e de d\u00e9velopper des syst\u00e8mes intelligents<\/b><\/h2>\n

Le Machine Learning (ML) est \u00e9galement un domaine de l\u2019IA qui implique d\u2019entra\u00eener des machines \u00e0 apprendre \u00e0 partir des donn\u00e9es. Les algorithmes ML sont principalement utilis\u00e9s en robotique pour d\u00e9velopper des syst\u00e8mes intelligents capables d\u2019effectuer des t\u00e2ches telles que la reconnaissance d’objets, la planification de trajets et la prise de d\u00e9cision.<\/span><\/p>\n

https:\/\/www.youtube.com\/watch?v=Tef6AHHUtnE<\/span><\/p>\n

Avec l’aimable autorisation de St\u00e9phane Bonnevay, Polytech Lyon. St\u00e9phane utilise Ned, le pr\u00e9d\u00e9cesseur de Ned2.<\/span><\/i><\/p>\n

 <\/p>\n

Par exemple, l’utilisation d\u2019algorithmes d’apprentissage supervis\u00e9 est un exemple d\u2019apprentissage automatique. L\u2019apprentissage supervis\u00e9 consiste \u00e0 entra\u00eener un syst\u00e8me \u00e0 l\u2019aide de donn\u00e9es \u00e9tiquet\u00e9es pour pr\u00e9dire le r\u00e9sultat de nouvelles donn\u00e9es. Une <\/span>\u00e9tude men\u00e9e par des chercheurs de l’Universit\u00e9 de Stuttgart<\/span><\/a> a d\u00e9montr\u00e9 l’utilisation de l’apprentissage supervis\u00e9 dans des robots \u00e0 bras pour d\u00e9tecter et saisir des objets dans un environnement encombr\u00e9.<\/span><\/p>\n

Ainsi, L’IA, le DL et le ML transforment notre fa\u00e7on de concevoir le monde. Ces technologies ont donn\u00e9 des r\u00e9sultats prometteurs dans un large \u00e9ventail d\u2019applications, de l\u2019industrie manufacturi\u00e8re et des soins de sant\u00e9 \u00e0 l\u2019exploration spatiale. Avec la poursuite de la recherche et du d\u00e9veloppement, les bras robotiques continueront de devenir plus intelligents, adaptables et capables d\u2019effectuer des t\u00e2ches complexes de mani\u00e8re autonome, ce qui en fera un atout inestimable dans de nombreuses industries, ainsi que dans les universit\u00e9s et les centres de recherche.<\/span><\/p>\n

\u00c0 mesure que la technologie continue de progresser, nous pouvons nous attendre \u00e0 voir des d\u00e9veloppements encore plus passionnants dans le domaine de la robotique utilisant l’IA, le DL et le ML. Ces avanc\u00e9es ont le potentiel de r\u00e9volutionner notre approche des t\u00e2ches autrefois jug\u00e9es trop difficiles ou dangereuses pour les humains.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

L\u2019intelligence artificielle (AI), l\u2019apprentissage en profondeur (DL ou deep learning) et l\u2019apprentissage automatique (M.L ou machine learning) font partie des domaines les plus populaires, les plus discut\u00e9s et les plus \u00e9volutifs du monde de la technologie. Ces technologies ont un impact significatif sur de nombreuses industries, notamment la robotique, o\u00f9 elles sont utilis\u00e9es pour d\u00e9velopper […]<\/p>\n","protected":false},"author":146,"featured_media":6009,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[80],"tags":[],"class_list":["post-6013","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-autour-de-la-robotique"],"acf":[],"yoast_head":"\nDifference between ArtificiaI Intelligence, Machine Learning and Deep Learning<\/title>\n<meta name=\"description\" content=\"AI, Machine Learning and Deep Learning are terms that are often confused. Discover the difference between these technologies.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Difference between ArtificiaI Intelligence, Machine Learning and Deep Learning\" \/>\n<meta property=\"og:description\" content=\"AI, Machine Learning and Deep Learning are terms that are often confused. Discover the difference between these technologies.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"Niryo\" \/>\n<meta property=\"article:published_time\" content=\"2024-07-10T14:45:28+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-07-17T14:23:30+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/niryo.com\/wp-content\/uploads\/2024\/07\/Capture-decran-2024-07-10-a-16.43.59.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1448\" \/>\n\t<meta property=\"og:image:height\" content=\"798\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Delphine Guers\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Delphine Guers\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/\"},\"author\":{\"name\":\"Delphine Guers\",\"@id\":\"https:\/\/niryo.com\/fr\/#\/schema\/person\/b48100bef21979d55353ba5b8e0f61f7\"},\"headline\":\"Quelle est la diff\u00e9rence entre l’Intelligence Artificielle, le Machine Learning et le Deep Learning ?\",\"datePublished\":\"2024-07-10T14:45:28+00:00\",\"dateModified\":\"2024-07-17T14:23:30+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/\"},\"wordCount\":1084,\"publisher\":{\"@id\":\"https:\/\/niryo.com\/fr\/#organization\"},\"image\":{\"@id\":\"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/niryo.com\/wp-content\/uploads\/2024\/07\/Capture-decran-2024-07-10-a-16.43.59.png\",\"articleSection\":[\"Autour de la robotique\"],\"inLanguage\":\"fr-FR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/\",\"url\":\"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/\",\"name\":\"Difference between ArtificiaI Intelligence, Machine Learning and Deep Learning\",\"isPartOf\":{\"@id\":\"https:\/\/niryo.com\/fr\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/niryo.com\/wp-content\/uploads\/2024\/07\/Capture-decran-2024-07-10-a-16.43.59.png\",\"datePublished\":\"2024-07-10T14:45:28+00:00\",\"dateModified\":\"2024-07-17T14:23:30+00:00\",\"description\":\"AI, Machine Learning and Deep Learning are terms that are often confused. Discover the difference between these technologies.\",\"breadcrumb\":{\"@id\":\"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/#primaryimage\",\"url\":\"https:\/\/niryo.com\/wp-content\/uploads\/2024\/07\/Capture-decran-2024-07-10-a-16.43.59.png\",\"contentUrl\":\"https:\/\/niryo.com\/wp-content\/uploads\/2024\/07\/Capture-decran-2024-07-10-a-16.43.59.png\",\"width\":1448,\"height\":798},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/niryo.com\/fr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Quelle est la diff\u00e9rence entre l’Intelligence Artificielle, le Machine Learning et le Deep Learning ?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/niryo.com\/fr\/#website\",\"url\":\"https:\/\/niryo.com\/fr\/\",\"name\":\"Niryo\",\"description\":\"Empower your robotics potential - Collaborative robots\",\"publisher\":{\"@id\":\"https:\/\/niryo.com\/fr\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/niryo.com\/fr\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/niryo.com\/fr\/#organization\",\"name\":\"Niryo\",\"url\":\"https:\/\/niryo.com\/fr\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/niryo.com\/fr\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/niryo.com\/wp-content\/uploads\/2026\/02\/Favicon-Niryo.svg\",\"contentUrl\":\"https:\/\/niryo.com\/wp-content\/uploads\/2026\/02\/Favicon-Niryo.svg\",\"width\":512,\"height\":512,\"caption\":\"Niryo\"},\"image\":{\"@id\":\"https:\/\/niryo.com\/fr\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.linkedin.com\/company\/10970402\/admin\/feed\/posts\/\",\"https:\/\/www.tiktok.com\/@niryo_robotics\",\"https:\/\/www.instagram.com\/niryo_robotics\/\",\"https:\/\/discord.com\/invite\/EqpPYTf9FJ\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/niryo.com\/fr\/#\/schema\/person\/b48100bef21979d55353ba5b8e0f61f7\",\"name\":\"Delphine Guers\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/secure.gravatar.com\/avatar\/ff28995457c7fc605dbdf1bac643ad579fa4d74d0e5cf3ccb7eec9b70193888e?s=96&d=mm&r=g\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/ff28995457c7fc605dbdf1bac643ad579fa4d74d0e5cf3ccb7eec9b70193888e?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/ff28995457c7fc605dbdf1bac643ad579fa4d74d0e5cf3ccb7eec9b70193888e?s=96&d=mm&r=g\",\"caption\":\"Delphine Guers\"},\"url\":\"https:\/\/niryo.com\/fr\/author\/d-guersniryo-com\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Difference between ArtificiaI Intelligence, Machine Learning and Deep Learning","description":"AI, Machine Learning and Deep Learning are terms that are often confused. Discover the difference between these technologies.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/","og_locale":"fr_FR","og_type":"article","og_title":"Difference between ArtificiaI Intelligence, Machine Learning and Deep Learning","og_description":"AI, Machine Learning and Deep Learning are terms that are often confused. Discover the difference between these technologies.","og_url":"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/","og_site_name":"Niryo","article_published_time":"2024-07-10T14:45:28+00:00","article_modified_time":"2024-07-17T14:23:30+00:00","og_image":[{"width":1448,"height":798,"url":"https:\/\/niryo.com\/wp-content\/uploads\/2024\/07\/Capture-decran-2024-07-10-a-16.43.59.png","type":"image\/png"}],"author":"Delphine Guers","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"Delphine Guers","Dur\u00e9e de lecture estim\u00e9e":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/#article","isPartOf":{"@id":"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/"},"author":{"name":"Delphine Guers","@id":"https:\/\/niryo.com\/fr\/#\/schema\/person\/b48100bef21979d55353ba5b8e0f61f7"},"headline":"Quelle est la diff\u00e9rence entre l’Intelligence Artificielle, le Machine Learning et le Deep Learning ?","datePublished":"2024-07-10T14:45:28+00:00","dateModified":"2024-07-17T14:23:30+00:00","mainEntityOfPage":{"@id":"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/"},"wordCount":1084,"publisher":{"@id":"https:\/\/niryo.com\/fr\/#organization"},"image":{"@id":"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/niryo.com\/wp-content\/uploads\/2024\/07\/Capture-decran-2024-07-10-a-16.43.59.png","articleSection":["Autour de la robotique"],"inLanguage":"fr-FR"},{"@type":"WebPage","@id":"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/","url":"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/","name":"Difference between ArtificiaI Intelligence, Machine Learning and Deep Learning","isPartOf":{"@id":"https:\/\/niryo.com\/fr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/#primaryimage"},"image":{"@id":"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/niryo.com\/wp-content\/uploads\/2024\/07\/Capture-decran-2024-07-10-a-16.43.59.png","datePublished":"2024-07-10T14:45:28+00:00","dateModified":"2024-07-17T14:23:30+00:00","description":"AI, Machine Learning and Deep Learning are terms that are often confused. Discover the difference between these technologies.","breadcrumb":{"@id":"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/#primaryimage","url":"https:\/\/niryo.com\/wp-content\/uploads\/2024\/07\/Capture-decran-2024-07-10-a-16.43.59.png","contentUrl":"https:\/\/niryo.com\/wp-content\/uploads\/2024\/07\/Capture-decran-2024-07-10-a-16.43.59.png","width":1448,"height":798},{"@type":"BreadcrumbList","@id":"https:\/\/niryo.com\/fr\/difference-intelligence-articielle-machine-deep-learning\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/niryo.com\/fr\/"},{"@type":"ListItem","position":2,"name":"Quelle est la diff\u00e9rence entre l’Intelligence Artificielle, le Machine Learning et le Deep Learning ?"}]},{"@type":"WebSite","@id":"https:\/\/niryo.com\/fr\/#website","url":"https:\/\/niryo.com\/fr\/","name":"Niryo","description":"Empower your robotics potential - Collaborative robots","publisher":{"@id":"https:\/\/niryo.com\/fr\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/niryo.com\/fr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/niryo.com\/fr\/#organization","name":"Niryo","url":"https:\/\/niryo.com\/fr\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/niryo.com\/fr\/#\/schema\/logo\/image\/","url":"https:\/\/niryo.com\/wp-content\/uploads\/2026\/02\/Favicon-Niryo.svg","contentUrl":"https:\/\/niryo.com\/wp-content\/uploads\/2026\/02\/Favicon-Niryo.svg","width":512,"height":512,"caption":"Niryo"},"image":{"@id":"https:\/\/niryo.com\/fr\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/10970402\/admin\/feed\/posts\/","https:\/\/www.tiktok.com\/@niryo_robotics","https:\/\/www.instagram.com\/niryo_robotics\/","https:\/\/discord.com\/invite\/EqpPYTf9FJ"]},{"@type":"Person","@id":"https:\/\/niryo.com\/fr\/#\/schema\/person\/b48100bef21979d55353ba5b8e0f61f7","name":"Delphine Guers","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/secure.gravatar.com\/avatar\/ff28995457c7fc605dbdf1bac643ad579fa4d74d0e5cf3ccb7eec9b70193888e?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/ff28995457c7fc605dbdf1bac643ad579fa4d74d0e5cf3ccb7eec9b70193888e?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/ff28995457c7fc605dbdf1bac643ad579fa4d74d0e5cf3ccb7eec9b70193888e?s=96&d=mm&r=g","caption":"Delphine Guers"},"url":"https:\/\/niryo.com\/fr\/author\/d-guersniryo-com\/"}]}},"_links":{"self":[{"href":"https:\/\/niryo.com\/fr\/wp-json\/wp\/v2\/posts\/6013","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/niryo.com\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/niryo.com\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/niryo.com\/fr\/wp-json\/wp\/v2\/users\/146"}],"replies":[{"embeddable":true,"href":"https:\/\/niryo.com\/fr\/wp-json\/wp\/v2\/comments?post=6013"}],"version-history":[{"count":0,"href":"https:\/\/niryo.com\/fr\/wp-json\/wp\/v2\/posts\/6013\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/niryo.com\/fr\/wp-json\/wp\/v2\/media\/6009"}],"wp:attachment":[{"href":"https:\/\/niryo.com\/fr\/wp-json\/wp\/v2\/media?parent=6013"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/niryo.com\/fr\/wp-json\/wp\/v2\/categories?post=6013"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/niryo.com\/fr\/wp-json\/wp\/v2\/tags?post=6013"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}