{"id":12164,"date":"2022-11-21T11:38:13","date_gmt":"2022-11-21T11:38:13","guid":{"rendered":"https:\/\/projectsofar.info\/aisuperior\/?post_type=blog&#038;p=12164"},"modified":"2023-12-04T13:02:23","modified_gmt":"2023-12-04T13:02:23","slug":"how-machine-learning-is-revolutionising-the-real-estate-sector","status":"publish","type":"blog","link":"https:\/\/aisuperior.com\/fr\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/","title":{"rendered":"Comment l&#039;apprentissage automatique r\u00e9volutionne le secteur immobilier"},"content":{"rendered":"<p>Au cours de la d\u00e9cennie \u00e9coul\u00e9e, la transformation num\u00e9rique et les technologies associ\u00e9es sont devenues des sujets de discussion r\u00e9guliers au sein des conseils d\u2019administration. Si nous pr\u00e9parions un nuage de mots de ces discussions,\u00a0<em>donn\u00e9es<\/em>\u00a0serait probablement plus grand que les autres, ce qui signifie que c&#039;est sans doute le mot le plus fr\u00e9quemment utilis\u00e9 dans les s\u00e9ances de brainstorming sur la strat\u00e9gie d&#039;entreprise. Compte tenu du vaste pool de points de donn\u00e9es disponibles, le Machine Learning dans l\u2019immobilier constitue un cas d\u2019utilisation int\u00e9ressant et nous en d\u00e9couvrirons quelques-uns.<\/p>\n<p>Utilis\u00e9 avec d\u00e9sinvolture comme synonyme d&#039;intelligence artificielle (IA),\u00a0<a href=\"https:\/\/aisuperior.com\/fr\/technology\/core-data-science-and-machine-learning\/\" target=\"_blank\" rel=\"noreferrer noopener\">Apprentissage automatique\u00a0<\/a>(ML) est une branche de l&#039;IA qui exploite les donn\u00e9es et les algorithmes pour cr\u00e9er des applications logicielles capables d&#039;imiter l&#039;intelligence humaine pour r\u00e9soudre des probl\u00e8mes complexes.<\/p>\n<p>En observant le secteur immobilier \u2013 la plus grande classe d&#039;actifs au monde et le deuxi\u00e8me secteur le moins num\u00e9ris\u00e9 au monde (selon l&#039;indice de num\u00e9risation Morgan Stanley) \u2013 \u00e0 travers le prisme du ML, un \u00e9ventail d&#039;opportunit\u00e9s qui attendent d&#039;\u00eatre exploit\u00e9es est r\u00e9v\u00e9l\u00e9.<\/p>\n<h3><span class=\"wp-block-heading\">Applications d&#039;apprentissage automatique dans l&#039;immobilier<\/span><\/h3>\n<h3 class=\"wp-block-heading has-medium-font-size\">Mod\u00e8les de tarification avanc\u00e9s<\/h3>\n<p>La tarification de l\u2019immobilier est un probl\u00e8me fascinant et complexe \u00e0 r\u00e9soudre. Alors qu\u2019elle devrait \u00eatre d\u00e9termin\u00e9e par une multitude de facteurs internes et externes \u00e0 l\u2019industrie, elle n\u2019est traditionnellement d\u00e9finie que par quelques-uns :<\/p>\n<ul>\n<li>Analyse des donn\u00e9es historiques<\/li>\n<li>Taille de l&#039;unit\u00e9<\/li>\n<li>Demande existante<\/li>\n<li>Intuition et exp\u00e9rience<\/li>\n<\/ul>\n<p>Si nous lib\u00e9rons le potentiel de l\u2019IA et de l\u2019apprentissage automatique dans l\u2019investissement immobilier, nous pouvons inclure des facteurs suppl\u00e9mentaires qui peuvent sembler insignifiants au premier abord, mais qui aideront \u00e0 d\u00e9terminer avec pr\u00e9cision les prix.<\/p>\n<ul>\n<li>Revenu m\u00e9dian des m\u00e9nages<\/li>\n<li>poste vacant<\/li>\n<li>Occupation moyenne<\/li>\n<li>Points d&#039;inter\u00eats<\/li>\n<li>Facilit\u00e9 de service du commerce \u00e9lectronique<\/li>\n<li>Taux de criminalit\u00e9<\/li>\n<li>Perspectives commerciales de la r\u00e9gion<\/li>\n<li>Transport public<\/li>\n<li>Appr\u00e9ciation pr\u00e9vue<\/li>\n<li>Opportunit\u00e9s d&#039;emploi<\/li>\n<li>Heures d&#039;ensoleillement mensuelles moyennes<\/li>\n<li>Classement des \u00e9coles voisines<\/li>\n<li>Places de parking<\/li>\n<li>Niveaux de bruit attendus (construction, circulation, etc.)<\/li>\n<li>Options de restauration, de divertissement et de loisirs<\/li>\n<\/ul>\n<p>Nous pouvons continuer \u00e0 ajouter \u00e0 la liste et le calcul devient plus complexe avec chaque point de donn\u00e9es. Cela n\u00e9cessite une approche de tarification coh\u00e9rente, scientifique et autodidacte que l\u2019exp\u00e9rience et l\u2019intuition ne peuvent pas offrir. Les ensembles de donn\u00e9es volumineux et complexes n\u00e9cessitent un algorithme de calcul it\u00e9ratif et auto-am\u00e9lior\u00e9 \u2013 exactement ce qu\u2019offre l\u2019automatisation du secteur immobilier via l\u2019IA et le ML.<\/p>\n<h3 class=\"wp-block-heading has-medium-font-size\">Commercialisation<\/h3>\n<p>De nos jours, les applications, les chatbots et les interfaces similaires permettent aux entreprises de collecter des quantit\u00e9s consid\u00e9rables de donn\u00e9es clients. Les mod\u00e8les d&#039;apprentissage automatique peuvent traiter ces grandes quantit\u00e9s de donn\u00e9es non structur\u00e9es pour fournir des informations bas\u00e9es sur les donn\u00e9es, que les agents immobiliers peuvent ensuite utiliser pour concentrer leurs efforts sur les clients \u00e9ligibles. Se concentrer sur la conversion d&#039;une liste de clients v\u00e9ritablement int\u00e9ress\u00e9s plut\u00f4t que sur les appels \u00e0 froid et l&#039;envoi d&#039;e-mails \u00e0 une liste collect\u00e9e au hasard peut augmenter l&#039;engagement global et les taux de conversion.<\/p>\n<p>De plus, disposer d\u2019informations suffisantes sur la taille, la superficie, l\u2019emplacement, le budget et les pr\u00e9f\u00e9rences globales d\u2019un client en mati\u00e8re de logement permet aux agents immobiliers d\u2019engager des conversations plus personnalis\u00e9es avec les clients et de leur offrir une meilleure exp\u00e9rience client d\u00e8s le d\u00e9part.<\/p>\n<h3 class=\"wp-block-heading has-medium-font-size\">Centres d&#039;exp\u00e9rience pilot\u00e9s par ML<\/h3>\n<p>L\u2019attrait visuel est un facteur cl\u00e9 lors de la prise d\u2019une d\u00e9cision d\u2019investissement immobilier. C\u2019est aussi important que difficile \u00e0 quantifier. La visite sur site est l\u2019approche la plus simple pour r\u00e9soudre ce probl\u00e8me, mais elle est souvent peu pratique. Les mod\u00e8les de reconnaissance d&#039;images bas\u00e9s sur l&#039;apprentissage automatique peuvent permettre \u00e0 vos clients de d\u00e9couvrir les environs d&#039;une propri\u00e9t\u00e9 \u00e0 des milliers de kilom\u00e8tres. Les mod\u00e8les de Deep Learning peuvent r\u00e9v\u00e9ler des informations cl\u00e9s en acc\u00e9dant \u00e0 des millions d&#039;images en un rien de temps, tandis que les r\u00e9seaux de neurones convolutifs peuvent extraire, analyser et pr\u00e9senter les aspects visuels cl\u00e9s d&#039;une propri\u00e9t\u00e9 tels que\u00a0:<\/p>\n<ul>\n<li>Niveaux d&#039;activit\u00e9 du quartier<\/li>\n<li>Taille et qualit\u00e9 des rues<\/li>\n<li>Disponibilit\u00e9 des places de stationnement<\/li>\n<li>l&#039;\u00e9clairage des rues<\/li>\n<li>Verdure<\/li>\n<li>Densit\u00e9 de population<\/li>\n<li>Proximit\u00e9 des parcs<\/li>\n<\/ul>\n<p>En plus de capturer les visuels, ces mod\u00e8les peuvent s&#039;am\u00e9liorer en d\u00e9terminant le r\u00f4le que chaque facteur a jou\u00e9 dans la d\u00e9cision finale du client. Il s\u2019agit d\u2019une boucle de r\u00e9troaction importante qui alimentera les d\u00e9cisions futures de toutes les parties prenantes.<\/p>\n<h3 class=\"wp-block-heading has-medium-font-size\">Syst\u00e8mes de recommandation<\/h3>\n<p>Il s\u2019agit d\u2019un aspect cl\u00e9 du Machine Learning qui rapporte des b\u00e9n\u00e9fices exponentiels dans tous les secteurs. Les moteurs de recommandation sont partout autour de nous, que nous les reconnaissions ou non. Les publicit\u00e9s YouTube, les r\u00e9sultats de recherche sponsoris\u00e9s, les suggestions de produits d&#039;Amazon, l&#039;algorithme de correspondance de Tinder, la section recommand\u00e9e par Netflix sont autant d&#039;exemples d&#039;avanc\u00e9es du ML.<\/p>\n<p>Les fonci\u00e8res peuvent s\u2019inspirer de ces cas d\u2019usage pour profiler leurs clients et leurs propri\u00e9t\u00e9s cot\u00e9es. Ils peuvent ensuite associer un client \u00e0 un ensemble de propri\u00e9t\u00e9s en fonction de pr\u00e9f\u00e9rences s\u00e9lectionn\u00e9es, telles que l&#039;emplacement, la taille, le budget, les points d&#039;int\u00e9r\u00eat et bien plus encore. Ils peuvent \u00e9galement \u00e9tablir un profil financier complet de leurs clients pour pr\u00e9dire les propri\u00e9t\u00e9s qu&#039;un client pourrait souhaiter.<\/p>\n<p>Compte tenu de la complexit\u00e9 inh\u00e9rente au secteur immobilier, nous ne faisons ici qu\u2019effleurer la surface. En vous lan\u00e7ant dans la transformation num\u00e9rique de votre activit\u00e9 immobili\u00e8re, vous d\u00e9couvrirez un tr\u00e9sor d&#039;informations qui vous permettront de prendre des d\u00e9cisions strat\u00e9giques \u00e9clair\u00e9es.<\/p>\n<h3><span class=\"wp-block-heading\"><strong>Comment AI Superior peut vous aider<\/strong><\/span><\/h3>\n<p>Chez AI Superior, nous sommes experts dans la cr\u00e9ation de bout en bout\u00a0<a href=\"https:\/\/aisuperior.com\/fr\/technology\/core-data-science-and-machine-learning\/\" target=\"_blank\" rel=\"noreferrer noopener\">Solutions d&#039;apprentissage automatique<\/a>\u00a0pour \u00e9lever la performance des entreprises immobili\u00e8res \u00e0 un niveau sup\u00e9rieur. Que vous cherchiez \u00e0 tirer parti de l&#039;apprentissage automatique pour\u00a0<a href=\"https:\/\/aisuperior.com\/fr\/projects\/real-estate-property-estimation\/\" target=\"_blank\" rel=\"noreferrer noopener\">pr\u00e9vision du prix de l&#039;immobilier<\/a>\u00a0ou pour pr\u00e9dire les principales tendances du march\u00e9, nous pouvons vous aider \u00e0 exploiter vos donn\u00e9es pour augmenter votre retour sur investissement.<\/p>\n<p><a href=\"https:\/\/aisuperior.com\/fr\/contact\/\" target=\"_blank\" rel=\"noreferrer noopener\">Entrer en contact<\/a>\u00a0avec nous pour d\u00e9couvrir comment nous pouvons cr\u00e9er une solution sur mesure qui r\u00e9pond aux besoins de votre entreprise<\/p>","protected":false},"excerpt":{"rendered":"<p>In the decade gone by, digital transformation and its associated technologies have become regular boardroom discussions. If we prepared a word-cloud of those discussions,\u00a0data\u00a0would likely outsize others, meaning it is arguably the most frequently used word in enterprise strategy brainstorming sessions. Given the vast pool of available data points, Machine Learning in real estate makes [&hellip;]<\/p>\n","protected":false},"featured_media":12167,"template":"","meta":{"_acf_changed":false,"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}}},"categories":[8],"class_list":["post-12164","blog","type-blog","status-publish","has-post-thumbnail","hentry","category-ai","blog_category-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How Machine Learning Is Revolutionising The Real Estate Sector - aisuperior<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aisuperior.com\/fr\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How Machine Learning Is Revolutionising The Real Estate Sector - aisuperior\" \/>\n<meta property=\"og:description\" content=\"In the decade gone by, digital transformation and its associated technologies have become regular boardroom discussions. If we prepared a word-cloud of those discussions,\u00a0data\u00a0would likely outsize others, meaning it is arguably the most frequently used word in enterprise strategy brainstorming sessions. Given the vast pool of available data points, Machine Learning in real estate makes [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/aisuperior.com\/fr\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/\" \/>\n<meta property=\"og:site_name\" content=\"aisuperior\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/aisuperior\" \/>\n<meta property=\"article:modified_time\" content=\"2023-12-04T13:02:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2023\/09\/Machine-Learning-Is-Revolutionising-The-Real-Estate-Sector.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"569\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@aisuperior\" \/>\n<meta name=\"twitter:label1\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data1\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/aisuperior.com\\\/blog\\\/how-machine-learning-is-revolutionising-the-real-estate-sector\\\/\",\"url\":\"https:\\\/\\\/aisuperior.com\\\/blog\\\/how-machine-learning-is-revolutionising-the-real-estate-sector\\\/\",\"name\":\"How Machine Learning Is Revolutionising The Real Estate Sector - aisuperior\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/aisuperior.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/aisuperior.com\\\/blog\\\/how-machine-learning-is-revolutionising-the-real-estate-sector\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/aisuperior.com\\\/blog\\\/how-machine-learning-is-revolutionising-the-real-estate-sector\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/aisuperior.com\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/Machine-Learning-Is-Revolutionising-The-Real-Estate-Sector.jpg\",\"datePublished\":\"2022-11-21T11:38:13+00:00\",\"dateModified\":\"2023-12-04T13:02:23+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/aisuperior.com\\\/blog\\\/how-machine-learning-is-revolutionising-the-real-estate-sector\\\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/aisuperior.com\\\/blog\\\/how-machine-learning-is-revolutionising-the-real-estate-sector\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/aisuperior.com\\\/blog\\\/how-machine-learning-is-revolutionising-the-real-estate-sector\\\/#primaryimage\",\"url\":\"https:\\\/\\\/aisuperior.com\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/Machine-Learning-Is-Revolutionising-The-Real-Estate-Sector.jpg\",\"contentUrl\":\"https:\\\/\\\/aisuperior.com\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/Machine-Learning-Is-Revolutionising-The-Real-Estate-Sector.jpg\",\"width\":800,\"height\":569},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/aisuperior.com\\\/blog\\\/how-machine-learning-is-revolutionising-the-real-estate-sector\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/aisuperior.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Blogs\",\"item\":\"https:\\\/\\\/aisuperior.com\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"How Machine Learning Is Revolutionising The Real Estate Sector\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/aisuperior.com\\\/#website\",\"url\":\"https:\\\/\\\/aisuperior.com\\\/\",\"name\":\"aisuperior\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/aisuperior.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/aisuperior.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/aisuperior.com\\\/#organization\",\"name\":\"aisuperior\",\"url\":\"https:\\\/\\\/aisuperior.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/aisuperior.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/aisuperior.com\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/logo-1.png.webp\",\"contentUrl\":\"https:\\\/\\\/aisuperior.com\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/logo-1.png.webp\",\"width\":320,\"height\":59,\"caption\":\"aisuperior\"},\"image\":{\"@id\":\"https:\\\/\\\/aisuperior.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/aisuperior\",\"https:\\\/\\\/x.com\\\/aisuperior\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/ai-superior\",\"https:\\\/\\\/www.instagram.com\\\/ai_superior\\\/\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Comment l&#039;apprentissage automatique r\u00e9volutionne le secteur immobilier - aisuperior","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:\/\/aisuperior.com\/fr\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/","og_locale":"fr_FR","og_type":"article","og_title":"How Machine Learning Is Revolutionising The Real Estate Sector - aisuperior","og_description":"In the decade gone by, digital transformation and its associated technologies have become regular boardroom discussions. If we prepared a word-cloud of those discussions,\u00a0data\u00a0would likely outsize others, meaning it is arguably the most frequently used word in enterprise strategy brainstorming sessions. Given the vast pool of available data points, Machine Learning in real estate makes [&hellip;]","og_url":"https:\/\/aisuperior.com\/fr\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/","og_site_name":"aisuperior","article_publisher":"https:\/\/www.facebook.com\/aisuperior","article_modified_time":"2023-12-04T13:02:23+00:00","og_image":[{"width":800,"height":569,"url":"https:\/\/aisuperior.com\/wp-content\/uploads\/2023\/09\/Machine-Learning-Is-Revolutionising-The-Real-Estate-Sector.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_site":"@aisuperior","twitter_misc":{"Dur\u00e9e de lecture estim\u00e9e":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/aisuperior.com\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/","url":"https:\/\/aisuperior.com\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/","name":"Comment l&#039;apprentissage automatique r\u00e9volutionne le secteur immobilier - aisuperior","isPartOf":{"@id":"https:\/\/aisuperior.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/aisuperior.com\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/#primaryimage"},"image":{"@id":"https:\/\/aisuperior.com\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/#primaryimage"},"thumbnailUrl":"https:\/\/aisuperior.com\/wp-content\/uploads\/2023\/09\/Machine-Learning-Is-Revolutionising-The-Real-Estate-Sector.jpg","datePublished":"2022-11-21T11:38:13+00:00","dateModified":"2023-12-04T13:02:23+00:00","breadcrumb":{"@id":"https:\/\/aisuperior.com\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/aisuperior.com\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/aisuperior.com\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/#primaryimage","url":"https:\/\/aisuperior.com\/wp-content\/uploads\/2023\/09\/Machine-Learning-Is-Revolutionising-The-Real-Estate-Sector.jpg","contentUrl":"https:\/\/aisuperior.com\/wp-content\/uploads\/2023\/09\/Machine-Learning-Is-Revolutionising-The-Real-Estate-Sector.jpg","width":800,"height":569},{"@type":"BreadcrumbList","@id":"https:\/\/aisuperior.com\/blog\/how-machine-learning-is-revolutionising-the-real-estate-sector\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/aisuperior.com\/"},{"@type":"ListItem","position":2,"name":"Blogs","item":"https:\/\/aisuperior.com\/blog\/"},{"@type":"ListItem","position":3,"name":"How Machine Learning Is Revolutionising The Real Estate Sector"}]},{"@type":"WebSite","@id":"https:\/\/aisuperior.com\/#website","url":"https:\/\/aisuperior.com\/","name":"aisuperior","description":"","publisher":{"@id":"https:\/\/aisuperior.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/aisuperior.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/aisuperior.com\/#organization","name":"aisuperior","url":"https:\/\/aisuperior.com\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/aisuperior.com\/#\/schema\/logo\/image\/","url":"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/02\/logo-1.png.webp","contentUrl":"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/02\/logo-1.png.webp","width":320,"height":59,"caption":"aisuperior"},"image":{"@id":"https:\/\/aisuperior.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/aisuperior","https:\/\/x.com\/aisuperior","https:\/\/www.linkedin.com\/company\/ai-superior","https:\/\/www.instagram.com\/ai_superior\/"]}]}},"_links":{"self":[{"href":"https:\/\/aisuperior.com\/fr\/wp-json\/wp\/v2\/blog\/12164","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aisuperior.com\/fr\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/aisuperior.com\/fr\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aisuperior.com\/fr\/wp-json\/wp\/v2\/media\/12167"}],"wp:attachment":[{"href":"https:\/\/aisuperior.com\/fr\/wp-json\/wp\/v2\/media?parent=12164"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aisuperior.com\/fr\/wp-json\/wp\/v2\/categories?post=12164"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}