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0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:31,columnNumber:1},this),` `,(0,t.jsxDEV)(e.li,{children:[(0,t.jsxDEV)(e.strong,{children:"Outils et Biblioth\xE8ques IA/ML"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:32,columnNumber:3},this)," : ",(0,t.jsxDEV)(e.strong,{children:"TensorFlow"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:32,columnNumber:39},this),", ",(0,t.jsxDEV)(e.strong,{children:"Scikit-learn"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:32,columnNumber:55},this),", ",(0,t.jsxDEV)(e.strong,{children:"Amazon SageMaker"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:32,columnNumber:73},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:32,columnNumber:1},this),` `,(0,t.jsxDEV)(e.li,{children:[(0,t.jsxDEV)(e.strong,{children:"Bases de Donn\xE9es et Pipelines de Donn\xE9es"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:33,columnNumber:3},this)," : ",(0,t.jsxDEV)(e.strong,{children:"PostgreSQL"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:33,columnNumber:50},this),", ",(0,t.jsxDEV)(e.strong,{children:"Apache Kafka"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:33,columnNumber:66},this),", ",(0,t.jsxDEV)(e.strong,{children:"Amazon Kinesis"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:33,columnNumber:84},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:33,columnNumber:1},this),` `,(0,t.jsxDEV)(e.li,{children:[(0,t.jsxDEV)(e.strong,{children:"DevOps et Surveillance"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:34,columnNumber:3},this)," : ",(0,t.jsxDEV)(e.strong,{children:"Docker"},void 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0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:34,columnNumber:91},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:34,columnNumber:1},this),` `]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:28,columnNumber:1},this),` `,(0,t.jsxDEV)(e.h2,{id:"pourquoi-avoir-choisi-ces-technologies",children:["Pourquoi avoir choisi ces technologies",(0,t.jsxDEV)(e.a,{"aria-hidden":"true",tabIndex:"-1",href:"#pourquoi-avoir-choisi-ces-technologies",children:(0,t.jsxDEV)(e.span,{className:"icon icon-link"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx"},this)},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx"},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:36,columnNumber:1},this),` `,(0,t.jsxDEV)(e.p,{children:["Nous avons s\xE9lectionn\xE9 cet ensemble technologique pour \xE9quilibrer l'inf\xE9rence IA en temps r\xE9el, l'int\xE9gration transparente avec les syst\xE8mes h\xE9rit\xE9s et les op\xE9rations cloud \xE9volutives. ",(0,t.jsxDEV)(e.strong,{children:"AWS"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:186},this)," a fourni un environnement s\xE9curis\xE9 et conforme avec un fort soutien pour la r\xE9sidence des donn\xE9es pour les op\xE9rations bas\xE9es \xE0 Singapour. ",(0,t.jsxDEV)(e.strong,{children:"Python"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:332},this)," a permis un d\xE9veloppement rapide des mod\xE8les ML utilisant ",(0,t.jsxDEV)(e.strong,{children:"TensorFlow"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:401},this)," et ",(0,t.jsxDEV)(e.strong,{children:"Scikit-learn"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:419},this),", tandis que ",(0,t.jsxDEV)(e.strong,{children:"Amazon SageMaker"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:448},this)," a simplifi\xE9 la formation et le d\xE9ploiement. L'ingestion de donn\xE9es en temps r\xE9el via ",(0,t.jsxDEV)(e.strong,{children:"Apache Kafka"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:554},this)," et ",(0,t.jsxDEV)(e.strong,{children:"Amazon Kinesis"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:574},this)," a assur\xE9 des informations \xE0 jour, et ",(0,t.jsxDEV)(e.strong,{children:"PostgreSQL"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:630},this)," a offert un stockage transactionnel fiable. L'utilisation de ",(0,t.jsxDEV)(e.strong,{children:"Flask"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:706},this)," et ",(0,t.jsxDEV)(e.strong,{children:"React"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:719},this)," a permis la cr\xE9ation d'une interface de commande l\xE9g\xE8re et r\xE9active. La conteneurisation avec ",(0,t.jsxDEV)(e.strong,{children:"Docker"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:823},this)," et l'orchestration via ",(0,t.jsxDEV)(e.strong,{children:"Kubernetes"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:857},this)," ont assur\xE9 une haute disponibilit\xE9, tandis que ",(0,t.jsxDEV)(e.strong,{children:"Terraform"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:919},this)," et ",(0,t.jsxDEV)(e.strong,{children:"CloudWatch"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:936},this)," ont permis l'infrastructure en tant que code et la surveillance proactive, essentielles pour maintenir le temps de fonctionnement dans un environnement de restauration urbain \xE0 fort trafic."]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:37,columnNumber:1},this),` `,(0,t.jsxDEV)(e.h2,{id:"calendrier-de-mise-en-\u0153uvre-du-projet",children:["Calendrier de mise en \u0153uvre du projet",(0,t.jsxDEV)(e.a,{"aria-hidden":"true",tabIndex:"-1",href:"#calendrier-de-mise-en-\u0153uvre-du-projet",children:(0,t.jsxDEV)(e.span,{className:"icon icon-link"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx"},this)},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx"},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:39,columnNumber:1},this),` `,(0,t.jsxDEV)(e.table,{children:[(0,t.jsxDEV)(e.thead,{children:(0,t.jsxDEV)(e.tr,{children:[(0,t.jsxDEV)(e.th,{children:"Phase"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:40,columnNumber:1},this),(0,t.jsxDEV)(e.th,{children:"Duration"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:40,columnNumber:9},this),(0,t.jsxDEV)(e.th,{children:"Key Deliverables"},void 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0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:43,columnNumber:158},this),", \xE9tabli le lac de donn\xE9es"]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:43,columnNumber:71},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:43,columnNumber:1},this),(0,t.jsxDEV)(e.tr,{children:[(0,t.jsxDEV)(e.td,{children:(0,t.jsxDEV)(e.strong,{children:"D\xE9veloppement du Mod\xE8le IA"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:44,columnNumber:3},this)},void 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`,(0,t.jsxDEV)(e.h2,{id:"renforts-ponctuels-engag\xE9s-selon-les-besoins",children:["Renforts ponctuels (engag\xE9s selon les besoins)",(0,t.jsxDEV)(e.a,{"aria-hidden":"true",tabIndex:"-1",href:"#renforts-ponctuels-engag\xE9s-selon-les-besoins",children:(0,t.jsxDEV)(e.span,{className:"icon icon-link"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx"},this)},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx"},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:57,columnNumber:1},this),` `,(0,t.jsxDEV)(e.ul,{children:[` `,(0,t.jsxDEV)(e.li,{children:[(0,t.jsxDEV)(e.strong,{children:"Designer UX/UI"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:58,columnNumber:3},this)," : Engag\xE9 pendant le Mois 7 pour affiner l'interface du centre de commande pour une utilisation en milieu \xE0 haute pression."]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:58,columnNumber:1},this),` `,(0,t.jsxDEV)(e.li,{children:[(0,t.jsxDEV)(e.strong,{children:"Sp\xE9cialiste de l'Int\xE9gration"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:59,columnNumber:3},this)," : Engag\xE9 pendant le Mois 3 pour acc\xE9l\xE9rer la connectivit\xE9 du syst\xE8me ",(0,t.jsxDEV)(e.strong,{children:"PDV"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:59,columnNumber:105},this)," h\xE9rit\xE9 et r\xE9soudre les goulots d'\xE9tranglement d'authentification."]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:59,columnNumber:1},this),` `,(0,t.jsxDEV)(e.li,{children:[(0,t.jsxDEV)(e.strong,{children:"Consultant en Confidentialit\xE9 des Donn\xE9es"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:60,columnNumber:3},this)," : Consult\xE9 pendant le Mois 2 pour assurer la conformit\xE9 avec les r\xE9glementations PDPA de Singapour et la gestion s\xE9curis\xE9e des donn\xE9es clients."]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:60,columnNumber:1},this),` `]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:58,columnNumber:1},this),` `,(0,t.jsxDEV)(e.h2,{id:"pourquoi-cette-taille-d\xE9quipe-sest-r\xE9v\xE9l\xE9e-efficace",children:["Pourquoi cette taille d\u2019\xE9quipe s\u2019est r\xE9v\xE9l\xE9e efficace",(0,t.jsxDEV)(e.a,{"aria-hidden":"true",tabIndex:"-1",href:"#pourquoi-cette-taille-d\xE9quipe-sest-r\xE9v\xE9l\xE9e-efficace",children:(0,t.jsxDEV)(e.span,{className:"icon icon-link"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx"},this)},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx"},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:62,columnNumber:1},this),` `,(0,t.jsxDEV)(e.p,{children:["Une \xE9quipe r\xE9duite de ",(0,t.jsxDEV)(e.strong,{children:"7 Professionnels"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:63,columnNumber:23},this)," a permis une prise de d\xE9cision rapide et une ex\xE9cution parall\xE8le des flux de travail ",(0,t.jsxDEV)(e.strong,{children:"IA"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/fr/_mdx_bundler_entry_point-eddc840f-1361-47c5-970f-83787652a480.mdx",lineNumber:63,columnNumber:129},this),", int\xE9gration et frontend. 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Bundled license information: react/cjs/react-jsx-dev-runtime.development.js: (** * @license React * react-jsx-dev-runtime.development.js * * Copyright (c) Facebook, Inc. and its affiliates. * * This source code is licensed under the MIT license found in the * LICENSE file in the root directory of this source tree. *) */ ;return Component;