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0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:31,columnNumber:1},this),` `,(0,n.jsxDEV)(e.li,{children:[(0,n.jsxDEV)(e.strong,{children:"KI/ML-Tools & Bibliotheken"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:32,columnNumber:3},this),": ",(0,n.jsxDEV)(e.strong,{children:"TensorFlow"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:32,columnNumber:35},this),", ",(0,n.jsxDEV)(e.strong,{children:"Scikit-learn"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:32,columnNumber:51},this),", ",(0,n.jsxDEV)(e.strong,{children:"Amazon SageMaker"},void 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0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:33,columnNumber:53},this),", ",(0,n.jsxDEV)(e.strong,{children:"Amazon Kinesis"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:33,columnNumber:71},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:33,columnNumber:1},this),` `,(0,n.jsxDEV)(e.li,{children:[(0,n.jsxDEV)(e.strong,{children:"DevOps & Monitoring"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:34,columnNumber:3},this),": ",(0,n.jsxDEV)(e.strong,{children:"Docker"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:34,columnNumber:28},this),", ",(0,n.jsxDEV)(e.strong,{children:"Kubernetes"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:34,columnNumber:40},this),", ",(0,n.jsxDEV)(e.strong,{children:"Terraform"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:34,columnNumber:56},this),", ",(0,n.jsxDEV)(e.strong,{children:"Prometheus"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:34,columnNumber:71},this),", ",(0,n.jsxDEV)(e.strong,{children:"CloudWatch"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:34,columnNumber:87},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:34,columnNumber:1},this),` `]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:28,columnNumber:1},this),` `,(0,n.jsxDEV)(e.h2,{id:"warum-wir-diese-technologien-gew\xE4hlt-haben",children:["Warum wir diese Technologien gew\xE4hlt haben",(0,n.jsxDEV)(e.a,{"aria-hidden":"true",tabIndex:"-1",href:"#warum-wir-diese-technologien-gew\xE4hlt-haben",children:(0,n.jsxDEV)(e.span,{className:"icon icon-link"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx"},this)},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx"},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:36,columnNumber:1},this),` `,(0,n.jsxDEV)(e.p,{children:["Wir haben diesen Technologie-Stack ausgew\xE4hlt, um Echtzeit-KI-Inferenz, nahtlose Integration mit Legacy-Systemen und skalierbare Cloud-Operationen zu gew\xE4hrleisten. ",(0,n.jsxDEV)(e.strong,{children:"AWS"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:166},this)," bot eine sichere, konforme Umgebung mit starkem Datenspeicherortschutz f\xFCr Singapurer Operationen. ",(0,n.jsxDEV)(e.strong,{children:"Python"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:273},this)," erm\xF6glichte die schnelle Entwicklung von ML-Modellen mit ",(0,n.jsxDEV)(e.strong,{children:"TensorFlow"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:341},this)," und ",(0,n.jsxDEV)(e.strong,{children:"Scikit-learn"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:360},this),", w\xE4hrend ",(0,n.jsxDEV)(e.strong,{children:"Amazon SageMaker"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:386},this)," Training und Bereitstellung vereinfachte. Echtzeit-Datenaufnahme \xFCber ",(0,n.jsxDEV)(e.strong,{children:"Apache Kafka"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:477},this)," und ",(0,n.jsxDEV)(e.strong,{children:"Amazon Kinesis"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:498},this)," gew\xE4hrleistete aktuellste Einblicke, und ",(0,n.jsxDEV)(e.strong,{children:"PostgreSQL"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:558},this)," bot zuverl\xE4ssigen Transaktionsspeicher. Die Verwendung von ",(0,n.jsxDEV)(e.strong,{children:"Flask"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:632},this)," und ",(0,n.jsxDEV)(e.strong,{children:"React"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:646},this)," erm\xF6glichte eine leichtgewichtige, responsive Befehlsoberfl\xE4che. Containerisierung mit ",(0,n.jsxDEV)(e.strong,{children:"Docker"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:743},this)," und Orchestrierung \xFCber ",(0,n.jsxDEV)(e.strong,{children:"Kubernetes"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:778},this)," gew\xE4hrleistete hohe Verf\xFCgbarkeit, w\xE4hrend ",(0,n.jsxDEV)(e.strong,{children:"Terraform"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:836},this)," und ",(0,n.jsxDEV)(e.strong,{children:"CloudWatch"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:854},this)," Infrastructure-as-Code und proaktives Monitoring erm\xF6glichten \u2013 entscheidend f\xFCr die Aufrechterhaltung der Betriebszeit in einer stark frequentierten st\xE4dtischen Essensumgebung."]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:37,columnNumber:1},this),` `,(0,n.jsxDEV)(e.h2,{id:"projektumsetzungszeitplan-20232024",children:["Projektumsetzungszeitplan (2023\u20132024)",(0,n.jsxDEV)(e.a,{"aria-hidden":"true",tabIndex:"-1",href:"#projektumsetzungszeitplan-20232024",children:(0,n.jsxDEV)(e.span,{className:"icon icon-link"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx"},this)},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx"},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:39,columnNumber:1},this),` `,(0,n.jsxDEV)(e.table,{children:[(0,n.jsxDEV)(e.thead,{children:(0,n.jsxDEV)(e.tr,{children:[(0,n.jsxDEV)(e.th,{children:"Phase"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:40,columnNumber:1},this),(0,n.jsxDEV)(e.th,{children:"Dauer"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:40,columnNumber:9},this),(0,n.jsxDEV)(e.th,{children:"Key Deliverables"},void 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0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:43,columnNumber:135},this),", Einrichtung des Data Lake"]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:43,columnNumber:53},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:43,columnNumber:1},this),(0,n.jsxDEV)(e.tr,{children:[(0,n.jsxDEV)(e.td,{children:(0,n.jsxDEV)(e.strong,{children:"KI-Modellentwicklung"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:44,columnNumber:3},this)},void 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Bedarf)",(0,n.jsxDEV)(e.a,{"aria-hidden":"true",tabIndex:"-1",href:"#bedarfsabh\xE4ngige-erg\xE4nzungen-engagiert-bei-bedarf",children:(0,n.jsxDEV)(e.span,{className:"icon icon-link"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx"},this)},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx"},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:57,columnNumber:1},this),` `,(0,n.jsxDEV)(e.ul,{children:[` `,(0,n.jsxDEV)(e.li,{children:[(0,n.jsxDEV)(e.strong,{children:"UX/UI Designer"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:58,columnNumber:3},this),": Engagiert im Monat 7, um die Befehlsoberfl\xE4che f\xFCr die Mitarbeiterfreundlichkeit in hochdruckvollen Umgebungen zu verfeinern."]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:58,columnNumber:1},this),` `,(0,n.jsxDEV)(e.li,{children:[(0,n.jsxDEV)(e.strong,{children:"Integration Specialist"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:59,columnNumber:3},this),": Hinzugezogen im Monat 3, um die Verbindung mit dem Legacy-",(0,n.jsxDEV)(e.strong,{children:"POS"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:59,columnNumber:89},this),"-System zu beschleunigen und Authentifizierungsengp\xE4sse zu beheben."]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:59,columnNumber:1},this),` `,(0,n.jsxDEV)(e.li,{children:[(0,n.jsxDEV)(e.strong,{children:"Datenschutzberater"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:60,columnNumber:3},this),": Konsultiert im Monat 2, um die Einhaltung der PDPA-Regulierungen in Singapur und die sichere Handhabung von Kundendaten zu gew\xE4hrleisten."]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:60,columnNumber:1},this),` `]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:58,columnNumber:1},this),` `,(0,n.jsxDEV)(e.h2,{id:"warum-diese-teamgr\xF6sse-effektiv-war",children:["Warum diese Teamgr\xF6sse effektiv war",(0,n.jsxDEV)(e.a,{"aria-hidden":"true",tabIndex:"-1",href:"#warum-diese-teamgr\xF6sse-effektiv-war",children:(0,n.jsxDEV)(e.span,{className:"icon icon-link"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx"},this)},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx"},this)]},void 0,!0,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:62,columnNumber:1},this),` `,(0,n.jsxDEV)(e.p,{children:["Ein schlankes Team von ",(0,n.jsxDEV)(e.strong,{children:"7 Fachleuten"},void 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Mit klar definierten Rollen und agilen Sprints behielt das Team den Schwung \xFCber den 9-monatigen Zeitraum bei. Die Kernstruktur erm\xF6glichte es Spezialisten, sich auf hochwirksame Aufgaben zu konzentrieren, w\xE4hrend auf Anfrage Experten spezifische Bed\xFCrfnisse wie ",(0,n.jsxDEV)(e.strong,{children:"POS"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:63,columnNumber:425},this),"-Integration und ",(0,n.jsxDEV)(e.strong,{children:"UX"},void 0,!1,{fileName:"/opt/websites/aptatech.com/content/case-studies/de/_mdx_bundler_entry_point-36158de6-6875-4f53-8ab9-d58989641ac4.mdx",lineNumber:63,columnNumber:449},this),"-Verfeinerung ansprachen, ohne die Gemeinkosten zu erh\xF6hen. 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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;