{"id":29380,"date":"2025-12-18T10:23:53","date_gmt":"2025-12-18T10:23:53","guid":{"rendered":"https:\/\/www.novotek.com\/ch\/insight\/ia-ml-comprendre-la-difference-en-profondeur\/"},"modified":"2025-12-18T10:29:01","modified_gmt":"2025-12-18T10:29:01","slug":"ia-ml-comprendre-la-difference-en-profondeur","status":"publish","type":"insights","link":"https:\/\/www.novotek.com\/ch\/fr\/insight\/ia-ml-comprendre-la-difference-en-profondeur\/","title":{"rendered":"IA &amp; ML : comprendre la diff\u00e9rence en profondeur"},"content":{"rendered":"<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/\/FI_DE-1-1024x576.jpg\" alt=\"\" class=\"wp-image-26758\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/FI_DE-1-1024x576.jpg 1024w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/FI_DE-1-300x169.jpg 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/FI_DE-1-768x432.jpg 768w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/FI_DE-1-1536x864.jpg 1536w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/FI_DE-1-86x48.jpg 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/FI_DE-1-306x172.jpg 306w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/FI_DE-1-636x358.jpg 636w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/FI_DE-1-1632x918.jpg 1632w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/FI_DE-1.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div><div class=\"container-md paragraph  \">\n<p>Soyons r\u00e9alistes : si vous avez d\u00e9j\u00e0 hoch\u00e9 la t\u00eate dans une r\u00e9union quand des termes comme intelligence artificielle, apprentissage automatique ou deep learning ont \u00e9t\u00e9 utilis\u00e9s, vous n\u2019\u00eates pas le seul. Ces termes sont souvent employ\u00e9s de mani\u00e8re interchangeable, et cette confusion est tout \u00e0 fait compr\u00e9hensible. <\/p>\n<\/div><div class=\"container-md paragraph  \">\n<p>Alors, faisons un peu la lumi\u00e8re sur cette question.<\/p>\n<\/div><div class=\"container-md paragraph  \">\n<p>Cet article vous aide \u00e0 saisir les diff\u00e9rences essentielles entre l\u2019intelligence artificielle (IA), l\u2019apprentissage automatique (ML) et des concepts associ\u00e9s comme les r\u00e9seaux neuronaux et le deep learning. Nous montrons aussi pourquoi cette compr\u00e9hension est particuli\u00e8rement importante dans le contexte industriel moderne. <\/p>\n<\/div><div class=\"container-md paragraph  \">\n<p>Pour rendre cela encore plus facile \u00e0 comprendre, nous progressons couche par couche \u00e0 travers un mod\u00e8le visuel pratique (un peu comme une oignon). Chaque couche vous rapproche des applications de donn\u00e9es les plus efficaces pour votre entreprise. <\/p>\n<\/div><div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/\/Glow-AI_DE-1024x576.jpg\" alt=\"\" class=\"wp-image-26754\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-AI_DE-1024x576.jpg 1024w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-AI_DE-300x169.jpg 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-AI_DE-768x432.jpg 768w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-AI_DE-1536x864.jpg 1536w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-AI_DE-86x48.jpg 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-AI_DE-306x172.jpg 306w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-AI_DE-636x358.jpg 636w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-AI_DE-1632x918.jpg 1632w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-AI_DE.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Couche 1 : Intelligence artificielle<\/h2>\n<\/div><div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Vue d\u2019ensemble<\/h3>\n<\/div><div class=\"container-md paragraph  \">\n<p>L\u2019intelligence artificielle (IA) est la couche la plus g\u00e9n\u00e9rale. Elle d\u00e9signe toute m\u00e9thode par laquelle les machines peuvent simuler l\u2019intelligence humaine : r\u00e9flexion logique, prise de d\u00e9cision, apprentissage, perception, et m\u00eame cr\u00e9ativit\u00e9.  <\/p>\n<\/div><div class=\"container-md paragraph  \">\n<p>Exemples d\u2019applications connues d\u2019IA :<\/p>\n<\/div><div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Un robot qui se d\u00e9place de mani\u00e8re autonome dans un entrep\u00f4t<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Assistants vocaux comme Siri ou Alexa<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Syst\u00e8mes qui planifient les processus de production ou optimisent des itin\u00e9raires en temps r\u00e9el<\/li>\n<\/div><\/ul>\n<\/div><div class=\"container-md paragraph  \">\n<p>Dans le contexte industriel, l\u2019IA est le terme g\u00e9n\u00e9rique sous lequel \u00e9mergent des syst\u00e8mes plus intelligents, plus rapides et plus autonomes.<\/p>\n<\/div><div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/\/Glow-ML_DE-1024x576.jpg\" alt=\"\" class=\"wp-image-26750\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-ML_DE-1024x576.jpg 1024w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-ML_DE-300x169.jpg 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-ML_DE-768x432.jpg 768w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-ML_DE-1536x864.jpg 1536w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-ML_DE-86x48.jpg 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-ML_DE-306x172.jpg 306w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-ML_DE-636x358.jpg 636w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-ML_DE-1632x918.jpg 1632w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-ML_DE.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Couche 2 : Apprentissage automatique (Machine Learning)<\/h2>\n<\/div><div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Le \u201ccerveau\u201d de l\u2019intelligence<\/h3>\n<\/div><div class=\"container-md paragraph  \">\n<p>Le machine learning (ML) est une sous-discipline de l\u2019IA. Il permet aux syst\u00e8mes d\u2019apprendre \u00e0 partir de donn\u00e9es plut\u00f4t que d\u2019\u00eatre contr\u00f4l\u00e9s uniquement par des instructions explicites programm\u00e9es par des humains. Au lieu de d\u00e9finir des r\u00e8gles fixes, on entra\u00eene des mod\u00e8les avec des donn\u00e9es : ces derniers apprennent ainsi \u00e0 reconna\u00eetre des motifs par eux-m\u00eames.  <\/p>\n<\/div><div class=\"container-md paragraph  \">\n<p>Si l\u2019IA repr\u00e9sente l\u2019id\u00e9e g\u00e9n\u00e9rale de simuler l\u2019intelligence, alors le ML est la m\u00e9thode la plus courante pour y parvenir.<\/p>\n<\/div><div class=\"container-md paragraph  \">\n<p>Exemples d\u2019applications ML :<\/p>\n<\/div><div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Syst\u00e8mes de maintenance pr\u00e9dictive qui analysent les donn\u00e9es machines pour pr\u00e9voir des pannes<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Syst\u00e8mes de contr\u00f4le qualit\u00e9 qui s\u2019am\u00e9liorent en continu dans la d\u00e9tection d\u2019erreurs<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Pr\u00e9visions de la demande bas\u00e9es sur des donn\u00e9es historiques de production<\/li>\n<\/div><\/ul>\n<\/div><div class=\"container-md paragraph  \">\n<p>Le ML constitue la base de nombreux outils dans les usines intelligentes modernes.<\/p>\n<\/div><div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/\/Glow-NN_DE-1536x864-1-1024x576.jpg\" alt=\"\" class=\"wp-image-26746\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-NN_DE-1536x864-1-1024x576.jpg 1024w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-NN_DE-1536x864-1-300x169.jpg 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-NN_DE-1536x864-1-768x432.jpg 768w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-NN_DE-1536x864-1-86x48.jpg 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-NN_DE-1536x864-1-306x172.jpg 306w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-NN_DE-1536x864-1-636x358.jpg 636w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-NN_DE-1536x864-1.jpg 1536w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Couche 3 : R\u00e9seaux neuronaux<\/h2>\n<\/div><div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Apprendre comme un cerveau<\/h3>\n<\/div><div class=\"container-md paragraph  \">\n<p>Les r\u00e9seaux neuronaux sont une technique ML particuli\u00e8re inspir\u00e9e du fonctionnement du cerveau humain. Ils comportent plusieurs couches de n\u0153uds (semblables \u00e0 des neurones) qui traitent l\u2019information de fa\u00e7on hi\u00e9rarchique, transf\u00e8rent des signaux et s\u2019ajustent pendant l\u2019apprentissage. <\/p>\n<\/div><div class=\"container-md paragraph  \">\n<p>Ils sont particuli\u00e8rement efficaces pour :<\/p>\n<\/div><div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Reconna\u00eetre des motifs complexes<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Traiter des donn\u00e9es non structur\u00e9es comme des images, du son ou des s\u00e9ries temporelles complexes<\/li>\n<\/div><\/ul>\n<\/div><div class=\"container-md paragraph  \">\n<p>Dans l\u2019industrie, les r\u00e9seaux neuronaux peuvent par exemple analyser des vibrations pour d\u00e9tecter des signes pr\u00e9curseurs de panne bien avant des m\u00e9thodes plus simples.<\/p>\n<\/div><div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/\/Glow-DL_DE-1536x864-1-1024x576.jpg\" alt=\"\" class=\"wp-image-26742\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-DL_DE-1536x864-1-1024x576.jpg 1024w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-DL_DE-1536x864-1-300x169.jpg 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-DL_DE-1536x864-1-768x432.jpg 768w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-DL_DE-1536x864-1-86x48.jpg 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-DL_DE-1536x864-1-306x172.jpg 306w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-DL_DE-1536x864-1-636x358.jpg 636w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Glow-DL_DE-1536x864-1.jpg 1536w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Couche 4 : Deep Learning<\/h2>\n<\/div><div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">La couche la plus avanc\u00e9e<\/h3>\n<\/div><div class=\"container-md paragraph  \">\n<p>Le deep learning est un sous-ensemble des r\u00e9seaux neuronaux dot\u00e9s de nombreuses couches internes. Cela permet au syst\u00e8me de rep\u00e9rer des relations hautement complexes que des m\u00e9thodes plus simples pourraient manquer. <\/p>\n<\/div><div class=\"container-md paragraph  \">\n<p>Ce niveau alimente des applications comme :<\/p>\n<\/div><div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Vision par ordinateur (par ex. inspection automatis\u00e9e avec cam\u00e9ras)<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Spracherkennung<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Assistants conversationnels avanc\u00e9s (chatbots, grands mod\u00e8les de langage)<\/li>\n<\/div><\/ul>\n<\/div><div class=\"container-md paragraph  \">\n<p>Pour les entreprises manufacturi\u00e8res, le deep learning ouvre de nouvelles possibilit\u00e9s :<\/p>\n<\/div><div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Inspection visuelle automatis\u00e9e<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Pr\u00e9vision de la qualit\u00e9 des produits<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Optimisation adaptative des processus<\/li>\n<\/div><\/ul>\n<\/div><div class=\"container-md paragraph  \">\n<p>Des outils comme <a href=\"https:\/\/www.novotek.com\/ch\/fr\/industry-analytics\/proficy-csense\/\">Proficy CSense<\/a> facilitent l\u2019application de ces m\u00e9thodes \u00e0 grande \u00e9chelle \u2014 m\u00eame sans \u00e9quipe interne de data science.<\/p>\n<\/div><div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><div class=\"container-md heading  \">\n<h3 class=\"wp-block-heading\">Pourquoi est-ce important ?<\/h3>\n<\/div><div class=\"container-md paragraph  \">\n<p>Pourquoi est-il essentiel de comprendre la diff\u00e9rence entre l&#8217;IA et le ML ?<\/p>\n<\/div><div class=\"container-md paragraph  \">\n<p>Parce qu&#8217;il vous aide \u00e0 poser les bonnes questions :<\/p>\n<\/div><div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Avons-nous besoin d\u2019un syst\u00e8me qui suit des r\u00e8gles fixes, ou bien de mod\u00e8les qui apprennent \u00e0 partir de nos donn\u00e9es ?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Collectons-nous les bonnes donn\u00e9es pour que le machine learning soit utile ?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Disposons-nous de l\u2019infrastructure n\u00e9cessaire pour ex\u00e9cuter des mod\u00e8les de deep learning ?<\/li>\n<\/div><\/ul>\n<\/div><div class=\"container-md paragraph  \">\n<p>Cela vous permet aussi d\u2019interpr\u00e9ter les promesses marketing : si un fournisseur affirme que son syst\u00e8me \u201cutilise l\u2019IA\u201d, vous pouvez demander : <\/p>\n<\/div><div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Est-ce que le syst\u00e8me s\u2019adapte \u00e0 travers les donn\u00e9es ?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Est-il \u00e9volutif sur plusieurs lignes de production ou sites ?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Utilise-t-il r\u00e9ellement du machine learning ou seulement des r\u00e8gles pr\u00e9d\u00e9finies ?<\/li>\n<\/div><\/ul>\n<\/div><div class=\"container-md spacer  \">\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><div class=\"container-md image  \">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/\/Basic_DE-1536x864-1-1024x576.jpg\" alt=\"\" class=\"wp-image-26738\" srcset=\"https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Basic_DE-1536x864-1-1024x576.jpg 1024w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Basic_DE-1536x864-1-300x169.jpg 300w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Basic_DE-1536x864-1-768x432.jpg 768w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Basic_DE-1536x864-1-86x48.jpg 86w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Basic_DE-1536x864-1-306x172.jpg 306w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Basic_DE-1536x864-1-636x358.jpg 636w, https:\/\/www.novotek.com\/ch\/wp-content\/uploads\/sites\/3\/Basic_DE-1536x864-1.jpg 1536w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div><div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\"><strong>Conclusion<\/strong><\/h2>\n<\/div><div class=\"container-md paragraph  \">\n<p>L\u2019IA repr\u00e9sente la grande vision. Le ML est le chemin pour y arriver. Les r\u00e9seaux neuronaux et le deep learning sont des outils puissants sur cette route.  <\/p>\n<\/div><div class=\"container-md paragraph  \">\n<p>Et aujourd&#8217;hui, ces outils sont plus que jamais \u00e0 la disposition de toutes les entreprises.<\/p>\n<\/div><div class=\"container-md paragraph  \">\n<p>Et aujourd\u2019hui, ces outils sont plus accessibles que jamais : les donn\u00e9es que vous collectez d\u00e9j\u00e0 via des syst\u00e8mes SCADA, des historiens ou des MES constituent le carburant. Des solutions comme <a href=\"https:\/\/www.novotek.com\/ch\/ot-it-cloud-konnektivitaet-dataops\/highbyte-intelligence-hub-dataops-loesung\/\">HighByte Intelligence Hub<\/a> et <a href=\"https:\/\/www.novotek.com\/ch\/fr\/industry-analytics\/proficy-csense\/\">Proficy CSense<\/a> permettent de contextualiser les donn\u00e9es industrielles, d\u2019entra\u00eener des mod\u00e8les analytiques pertinents et de transformer les r\u00e9sultats en actions concr\u00e8tes et mesurables dans la production.  <\/p>\n<\/div><div class=\"container-md paragraph  \">\n<p>La prochaine fois que vous entendez parler d\u2019\u201cIA\u201d, vous saurez exactement dans quelle couche vous vous trouvez \u2014 et quelle direction votre production peut prendre ensuite. <\/p>\n<\/div><div class=\"container-md spacer  \">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>L\u2019intelligence artificielle et l\u2019apprentissage automatique ne sont pas la m\u00eame chose \u2013 mais en quoi diff\u00e8rent-ils exactement ? Un aper\u00e7u concis apporte de la clart\u00e9 dans la jungle des termes. <\/p>\n","protected":false},"featured_media":0,"template":"","insight_category":[64],"class_list":["post-29380","insights","type-insights","status-publish","hentry","insight_category-industrial-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>IA &amp; ML : comprendre la diff\u00e9rence en profondeur<\/title>\n<meta name=\"description\" content=\"Cet article vous aide \u00e0 comprendre les principales diff\u00e9rences entre l\u2019intelligence artificielle (IA) et l\u2019apprentissage automatique (ML).\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.novotek.com\/ch\/fr\/insight\/ia-ml-comprendre-la-difference-en-profondeur\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"IA &amp; 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