{"id":22966,"date":"2023-10-31T12:25:00","date_gmt":"2023-10-31T11:25:00","guid":{"rendered":"https:\/\/golem.ai\/?p=22966"},"modified":"2023-10-31T12:25:02","modified_gmt":"2023-10-31T11:25:02","slug":"technologique-defis-donnees","status":"publish","type":"post","link":"https:\/\/miralia.ai\/en\/blog\/technologique-defis-donnees","title":{"rendered":"AI integration in business: overcoming the challenge of training data"},"content":{"rendered":"<p><em>In the ever-changing landscape of enterprise technology, Artificial Intelligence has emerged as a driving force for innovation and competitiveness. However, this technological revolution raises a crucial question: <\/em><strong><em>How can organizations effectively integrate AI when its implementation relies on managing massive volumes of data?<\/em><\/strong><em> This issue is all the more pressing because machine learning models, although powerful, require considerable resources in terms of data and computing power.<\/em><\/p>\n\n\n\n<p>This big data challenge is not only technical, it is also strategic and ethical. It addresses issues of cost, confidentiality and regulatory compliance. In this article, we will explore these different facets of the problem, and examine how advances like symbolic AI offer new perspectives for solving this complex equation.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why artificial intelligence is crucial for today\u2019s businesses<\/h2>\n\n\n\n<p>Artificial intelligence is no longer just a technological trend; it has become <strong>a strategic necessity<\/strong> for companies seeking to remain competitive in a dynamic market. According to <a href=\"https:\/\/www.forbes.com\/sites\/serenitygibbons\/2023\/02\/02\/2023-business-predictions-as-ai-and-automation-rise-in-popularity\/#:~:text=A%20Deloitte%20study%20recently%20found,executives%20are%20worried%20about%20the\">a recent study<\/a>more than <strong>50% of companies <\/strong>plan to<strong>integrate AI<\/strong> and automation technologies in 2023. This growing adoption is not without reason; the<strong>AI offers substantial benefits<\/strong> that can transform <strong>business operations <\/strong>and increase <strong>customer's satisfaction<\/strong><strong><br><\/strong><strong><br><\/strong><strong>The transformative impact of AI on businesses, some examples.<\/strong><\/p>\n\n\n\n<p><a href=\"https:\/\/www.forbes.com\/sites\/glebtsipursky\/2023\/08\/14\/embracing-the-ai-revolution\/?sh=2ace865431dd\">Case study :<\/a><\/p>\n\n\n\n<p>A medium-sized professional services company sought to optimize its efficiency and improve its customer relationship through AI.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Context :<\/strong> Medium sized professional services company.<\/li>\n\n\n\n<li><strong>Goal :<\/strong>Automate routine tasks and improve customer satisfaction.<\/li>\n\n\n\n<li><strong>Way :<\/strong> Implementation of chatbots for customer service and use of AI-powered analytics for decision making.<\/li>\n\n\n\n<li><strong>Result :<\/strong> Increased efficiency by 30% and improved customer satisfaction.<\/li>\n<\/ul>\n\n\n\n<p>AI can act as a <strong>catalyst<\/strong> for the <strong>revenue growth<\/strong> and<strong>customer engagement<\/strong>. By exploiting data to obtain <strong>important<\/strong> <strong>insights<\/strong>companies can <strong>personalize<\/strong> their offers <strong>optimize<\/strong> their operations and <strong>take better <\/strong>decisions<\/p>\n\n\n\n<p><a href=\"https:\/\/www.forbes.com\/sites\/glebtsipursky\/2023\/08\/14\/embracing-the-ai-revolution\/?sh=2ace865431dd\">Case study :<br><br><\/a>A medium-sized financial manager chose to use AI to better understand financial markets and offer personalized services to his clients.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Context : <\/strong>Financial manager with approximately 100 employees.<\/li>\n\n\n\n<li><strong>Goal :<\/strong> Analyze vast amounts of financial data to optimize services.<\/li>\n\n\n\n<li><strong>Way : <\/strong>Use of machine learning algorithms to analyze data and predict market trends.<\/li>\n\n\n\n<li><strong>Result : <\/strong>25% of revenue growth<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">The challenges of machine learning integration: the obstacle of training data<\/h2>\n\n\n\n<p>One of the main challenges companies face when integrating machine learning is<strong>access to data of sufficient quality<\/strong> to effectively train their models. The <strong>collect<\/strong>, the <strong>cleaning<\/strong>and <strong>annotation<\/strong> of these data may give <strong>soaring costs<\/strong>, without mentioning the concerns <strong>about ethics<\/strong> and <strong>about legality<\/strong> on <strong>data confidentiality.<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Ethical issues and costs associated with data management<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Privacy issues <\/strong>A significant barrier to implementing traditional AI is the need for large amounts of data, which can often include sensitive or personal information. Data protection regulations, such as the <strong>GDPR<\/strong> in Europe, add an additional layer of complexity to this issue.<\/li>\n\n\n\n<li><strong>Costs associated with big data acquisition and management <\/strong>: Data acquisition can be expensive, especially if external data needs to be purchased or if internal data requires substantial manual cleaning and annotation.<\/li>\n\n\n\n<li><strong>Lack of business datas<\/strong> Une autre probl\u00e9matique est le manque de donn\u00e9es massives pour les entreprises, pour ce type de mod\u00e8les, plus il y a de donn\u00e9es en entr\u00e9e plus le modele sera performant et pertinent.&nbsp;<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Au-del\u00e0 des limites du Machine Learning&nbsp;<\/h3>\n\n\n\n<p>Malgr\u00e9 les avanc\u00e9es significatives, les mod\u00e8les bas\u00e9s sur le<strong> machine learning <\/strong>and the <strong>deep learning<\/strong> n\u00e9cessitent des<strong> ressources colossales<\/strong>, tant en termes de <strong>data<\/strong> que de <strong>puissance de calcul<\/strong>. Cela peut s&rsquo;av\u00e9rer un <strong>obstacle majeur <\/strong>pour les entreprises qui ne disposent pas des moyens des g\u00e9ants du secteur. De plus, la <strong>qualit\u00e9 des donn\u00e9es <\/strong>est un \u00e9l\u00e9ment fondamental pour entra\u00eener les mod\u00e8les de machine learning et deep learning. Sans une bonne qualit\u00e9 des donn\u00e9es, le r\u00e9sultat peut cr\u00e9er des <strong>biais li\u00e9s aux donn\u00e9es d&rsquo;entra\u00eenement<\/strong>.&nbsp;<\/p>\n\n\n\n<p><a href=\"https:\/\/www.lemondeinformatique.fr\/actualites\/lire-5-fameux-desastres-en-ia-et-analytique-81189.html\"><strong>\u00c9tude de cas<\/strong><\/a><strong> : Le chatbot de Microsoft<\/strong><strong><br><\/strong><\/p>\n\n\n\n<p>Microsoft a d\u00e9velopp\u00e9 un chatbot, Tay, destin\u00e9 \u00e0 interagir avec les utilisateurs sur Twitter.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Goal : <\/strong>Am\u00e9liorer la compr\u00e9hension des conversations en utilisant des algorithmes de machine learning et de traitement du langage naturel.<\/li>\n\n\n\n<li><strong>Way :<\/strong> Algorithme de machine learning aliment\u00e9 par des interactions sur Twitter et des donn\u00e9es publiques anonymis\u00e9es.<\/li>\n\n\n\n<li><strong>Result : <\/strong>\u00c9chec. Le chatbot a post\u00e9 des tweets offensants, racistes et misogynes, entra\u00eenant sa d\u00e9sactivation.<\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/www.lemondeinformatique.fr\/actualites\/lire-5-fameux-desastres-en-ia-et-analytique-81189.html\"><strong>\u00c9tude de cas<\/strong><\/a><strong> : L\u2019outil de recrutement bas\u00e9 sur l\u2019IA d\u2019Amazon<\/strong><\/p>\n\n\n\n<p>Amazon a d\u00e9velopp\u00e9 un outil de recrutement bas\u00e9 sur l&rsquo;IA pour aider ses \u00e9quipes RH.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Goal : <\/strong>Automatiser le processus de s\u00e9lection des candidats et identifier les meilleurs postulants.<\/li>\n\n\n\n<li><strong>Way : <\/strong>Mod\u00e8les de machine learning entra\u00een\u00e9s sur 10 ans de CV re\u00e7us par Amazon.<\/li>\n\n\n\n<li><strong>Result :<\/strong> \u00c9chec. Le syst\u00e8me a montr\u00e9 un biais en faveur des candidats masculins, entra\u00eenant son abandon.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">L&rsquo;IA symbolique pour r\u00e9pondre aux d\u00e9fis actuels<\/h2>\n\n\n\n<p>Dans ce paysage technologique,&nbsp; l&rsquo;IA symbolique, une approche qui promet de d\u00e9passer les limites du machine learning, notamment dans le traitement du langage, traditionnel dans certains domaines. Golem.ai se positionne \u00e0 l&rsquo;avant-garde de cette r\u00e9volution, en offrant des solutions qui marient <strong>efficacit\u00e9<\/strong> and <strong>innovation<\/strong>. Gr\u00e2ce \u00e0 sa <strong>technologie propri\u00e9taire<\/strong> bas\u00e9e sur la <strong>universal linguistics<\/strong>, cette technologie permet une i<strong>nt\u00e9gration fluide<\/strong> de l&rsquo;IA dans les entreprises <strong>sans les contraintes <\/strong>habituelles li\u00e9es <strong>aux donn\u00e9es d&rsquo;entra\u00eenement<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Qu&rsquo;est-ce que l&rsquo;intelligence artificielle symbolique?<\/h3>\n\n\n\n<p><strong>L&rsquo;intelligence artificielle symbolique<\/strong> repr\u00e9sente une rupture avec les approches traditionnelles bas\u00e9es sur les donn\u00e9es, en mettant l&rsquo;accent sur l&rsquo;utilisation de la repr\u00e9sentation <strong>symbolique<\/strong> and <strong>raisonnement<\/strong>. Contrairement au <strong>machine learning <\/strong>traditionnel qui <strong>requiert des ensembles de donn\u00e9es massives<\/strong> pour l&rsquo;entra\u00eenement, l&rsquo;IA symbolique utilise des symboles pour repr\u00e9senter des concepts et des relations, ce qui permet une manipulation plus efficace et une interpr\u00e9tation plus intuitive des donn\u00e9es (on parle notamment de contextes). Il suffit de configurer l\u2019IA avec <strong>vos arch\u00e9types de donn\u00e9es<\/strong> and <strong>vos besoins m\u00e9tiers<\/strong> afin d\u2019avoir une <strong>IA op\u00e9rationnelle tr\u00e8s rapidement<\/strong> en \u00e9vitant les <strong>faux-positifs<\/strong>, <a href=\"https:\/\/golem.ai\/fr\/blog\/linguistique\/biais-ia-ethique\"><strong>les biais<\/strong><\/a>, les <strong>hallucinations <\/strong>et les probl\u00e8mes li\u00e9s \u00e0<strong> <\/strong><a href=\"https:\/\/golem.ai\/fr\/blog\/alignement-ia\"><strong>l\u2019alignement<\/strong><\/a><strong> de ces syst\u00e8mes<\/strong>.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Les avantages uniques des solutions IA de Golem.ai<\/h2>\n\n\n\n<p>Dans le paysage de l&rsquo;IA, Golem.ai offre des solutions impactantes et abordables qui s&rsquo;adaptent aux besoins sp\u00e9cifiques de chaque entreprise. Voici deux \u00e9tudes de cas qui illustrent cette adaptabilit\u00e9.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u00c9tude de cas : Manutan<\/h3>\n\n\n\n<p><strong>Context : <\/strong>Manutan est le leader europ\u00e9en de la fourniture de produits et services aux entreprises, allant des fournitures de bureau aux \u00e9quipements informatiques, avec plus de 700 000 r\u00e9f\u00e9rences.<\/p>\n\n\n\n<p><strong>Challenges<\/strong>: Avec plus d\u2019un million d\u2019e-mails et de demandes re\u00e7us chaque ann\u00e9e, Manutan cherchait \u00e0 optimiser ses r\u00e9ponses aux clients et aux prospects en 2019. Ils voulaient automatiser le routage des e-mails entrants gr\u00e2ce \u00e0 l\u2019analyse s\u00e9mantique.<\/p>\n\n\n\n<p><strong>Solution:<\/strong> L&rsquo;entreprise a choisi la solution InboxCare de Golem.ai, capable de traiter 3 000 \u00e0 4 000 e-mails re\u00e7us quotidiennement et ce, en trois langues (Fran\u00e7ais, Anglais, N\u00e9erlandais). Cette IA s&rsquo;interface avec le CRM de Manutan pour obtenir toutes les informations n\u00e9cessaires et applique une analyse s\u00e9mantique adapt\u00e9e au secteur du retail.<\/p>\n\n\n\n<p><strong>Results<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>R\u00e9duction du co\u00fbt de traitement des emails par 6.<\/li>\n\n\n\n<li>85% des emails sont rout\u00e9s vers le bon service.<\/li>\n\n\n\n<li>\u201cNous avons pu faire mieux avec les m\u00eames \u00e9quipes. Augmenter le CA certes, mais surtout gagner du temps chez Manutan.\u201d &#8211; Xavier Laurent, Directeur des services \u00e0 valeur ajout\u00e9e chez Manutan International<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u00c9tude de cas : Saretec<\/h3>\n\n\n\n<p><strong>Context :<\/strong> Avec plus de 40 ans d&rsquo;histoire, Saretec est un leader de l&rsquo;accompagnement avant et apr\u00e8s sinistre, g\u00e9rant plus de 300 000 missions par an.<\/p>\n\n\n\n<p><strong>Challenges: <\/strong>Saretec traite environ 2 millions d\u2019e-mails et leurs pi\u00e8ces jointes chaque ann\u00e9e. Leur objectif \u00e9tait de mettre en place une solution IA en moins de 3 mois, avec une pertinence sup\u00e9rieure \u00e0 80%, tout en respectant les normes \u00e9thiques et du RGPD.<\/p>\n\n\n\n<p><strong>Solution:<\/strong> Saretec a choisi une IA analytique de Golem.ai pour garantir le respect du RGPD tout en offrant des performances \u00e9lev\u00e9es. La solution peut g\u00e9rer divers types de documents et s&rsquo;adapte en temps r\u00e9el \u00e0 la charge, gr\u00e2ce \u00e0 une architecture innovante qui met la frugalit\u00e9 \u00e9nerg\u00e9tique au premier plan.<\/p>\n\n\n\n<p><strong>R\u00e9sultats:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>+50% de temps lib\u00e9r\u00e9 pour les collaborateurs dans le traitement des emails.<\/li>\n\n\n\n<li>87% de pertinence dans le traitement des messages et de leurs pi\u00e8ces jointes.<\/li>\n\n\n\n<li>La mise en production a \u00e9t\u00e9 r\u00e9alis\u00e9e en moins de 3 mois.<\/li>\n\n\n\n<li>\u201cLa cat\u00e9gorisation et le classement automatique des pi\u00e8ces jointes nous permettent de r\u00e9duire les t\u00e2ches \u00e0 faible valeur ajout\u00e9e et de renforcer notre efficacit\u00e9 op\u00e9rationnelle.\u201d &#8211; Alain Guede, DSI chez Saretec<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">&nbsp;Le futur de l&rsquo;IA avec Golem.ai<\/h3>\n\n\n\n<p>Dans ce contexte, l\u2019IA est devenue un<strong> imp\u00e9ratif strat\u00e9gique<\/strong>. Alors que le <strong>Machine Learning<\/strong> offre des <strong>capacit\u00e9s puissantes<\/strong>, il impose \u00e9galement des <strong>contraintes<\/strong> substantielles en mati\u00e8re de donn\u00e9es, de <strong>co\u00fbts<\/strong> and <strong>complexit\u00e9<\/strong>. L&rsquo;IA symbolique \u00e9merge comme une <strong>alternative viable<\/strong>, sp\u00e9cialement pour les entreprises confront\u00e9es \u00e0 des <strong>limitations en termes de donn\u00e9es et de ressources<\/strong>.<\/p>\n\n\n\n<p>Le choix entre ces deux paradigmes ne se r\u00e9duit pas \u00e0 une simple alternative, mais \u00e0 une d\u00e9cision strat\u00e9gique qui doit \u00eatre prise en fonction des besoins sp\u00e9cifiques et des objectifs de chaque organisation. Ignorer cette nuance, c&rsquo;est risquer de passer \u00e0 c\u00f4t\u00e9 d&rsquo;opportunit\u00e9s cruciales pour l&rsquo;efficacit\u00e9 op\u00e9rationnelle et l&rsquo;innovation.<\/p>\n\n\n\n<p>En fin de compte, l&rsquo;IA n&rsquo;est pas une fin en soi, mais un moyen pour atteindre des objectifs plus larges. Ne manquez pas l&rsquo;occasion de repenser votre approche de l&rsquo;IA et de positionner votre entreprise \u00e0 l&rsquo;avant-garde de cette r\u00e9volution technologique.<\/p>\n\n\n\n<p>Explorez nos solutions et <a href=\"https:\/\/golem.ai\/fr\/contact\">contactez notre \u00e9quipe<\/a> pr\u00eate \u00e0 vous guider dans votre transition vers l&rsquo;IA. <strong><em>Le futur de l&rsquo;IA est <a href=\"https:\/\/golem.ai\/fr\/\">ici<\/a>, et il commence avec Golem.ai.\u00a0<\/em><\/strong><\/p>\n<!-- AddThis Advanced Settings generic via filter on the_content --><!-- AddThis Share Buttons generic via filter on the_content -->","protected":false},"excerpt":{"rendered":"<p>Explorez comment l&rsquo;\u00e9volution r\u00e9cente de l\u2019IA aide les entreprises \u00e0 g\u00e9rer les d\u00e9fis des donn\u00e9es massives pour une int\u00e9gration plus efficace et innovante.<!-- AddThis Advanced Settings generic via filter on get_the_excerpt --><!-- AddThis Share Buttons generic via filter on get_the_excerpt --><\/p>","protected":false},"author":15,"featured_media":22974,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[68,129,74],"tags":[77,126,187,76,75,176,80],"class_list":["post-22966","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-produit","category-technologie","tag-ai","tag-donnees","tag-donnees-massives","tag-ia","tag-intelligence-artificielle","tag-machine-learning","tag-relation-client"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Innovation en IA: surmontez les d\u00e9fis des donn\u00e9es massives<\/title>\n<meta name=\"description\" content=\"D\u00e9couvrez comment les entreprises surmontent les d\u00e9fis des donn\u00e9es massives gr\u00e2ce \u00e0 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