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AI Integration & Platform Optimization in Advanced Fabric · LearnSpace
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courseraIT и технологии

AI Integration & Platform Optimization in Advanced Fabric

Курс от Packt
Продвинутый≈ 7.3 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course delves into the integration of AI and machine learning with Microsoft Fabric, providing a complete toolkit for data professionals looking to enhance their platform management capabilities. You will explore how AI can optimize data workflows, improve processing speed, and automate decision-making across the fabric environment. The course also focuses on advanced architectural considerations, ensuring that learners gain a deep understanding of how to structure and manage a scalable, high-performance platform. As you progress, you will learn how to collaborate efficiently within data teams, leveraging Fabric's collaborative features to improve productivity and streamline workflows. The course goes beyond just data management—covering the vital aspects of securing your data platform, from data encryption to access controls and compliance measures. By mastering these techniques, you will ensure the safety and integrity of the platform’s data. In addition, the course teaches the essential skills for administering Microsoft Fabric environments, including configuration, monitoring, and troubleshooting. Learners will also gain expertise in optimizing platform costs through intelligent resource management and cost-saving strategies, ensuring that scalable operations are both effective and affordable. This course combines theoretical concepts with real-world applications, providing you with hands-on experience in implementing AI-driven solutions and managing a modern data platform. Whether you're working in data engineering, cloud architecture, or platform administration, this course is designed to equip you with the knowledge and skills necessary to lead innovative and sustainable projects in data platform management. This course is part three of a three-course Specialization designed to provide a comprehensive learning pathway in this subject area. While it delivers standalone value and practical skills, learners seeking a more integrated and in-depth progression may benefit from completing the full Specialization.

Навыки, которые вы освоите

Capacity ManagementSystems ArchitectureAI IntegrationsData AnalysisData ArchitectureDatabase Architecture and AdministrationMachine LearningData SecurityCollaborative SoftwareComputing PlatformsIdentity and Access ManagementData PresentationData ManagementCloud SecurityData GovernanceData InfrastructureRole-Based Access Control (RBAC)AI Enablement

Программа курса

6 модулей · 71 учебных материалов

01Using AI in Fabric18 материалов

Harnessing AI and Machine Learning in Microsoft Fabric

OverviewВидеоIntroductionЧтениеThe Impact of AI on Data PlatformsЧтениеUnderstanding AI Services in Microsoft FabricЧтение

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Packt - Course Instructors

Преподаватель курса

AI Integration & Platform Optimization in Advanced Fabric
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Обучение на Coursera

≈ 7.3 ч

6 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский

Часть программы вашего университета
Microsoft Fabric and Generative AIЧтение
Using an LLM in Microsoft Fabric via an External CallЧтение
Using an SLM in Microsoft FabricЧтение
Getting Started with Retrieval Augmented Generation (RAG)Чтение
Getting Started with Fabric SQL DatabaseЧтение
Getting Started with User Data Functions (UDFs)Чтение
Microsoft Fabric and Data AgentsЧтение
Creating Your First Data AgentЧтение
MCP Support for Real-Time Intelligence (RTI)Чтение
Creating Your Machine Learning ExperiencesЧтение
Training Machine Learning ModelsЧтение
Getting Started with AutoML in Microsoft FabricЧтение
Implementation ExampleЧтение
AI Capabilities in Microsoft FabricЗадание
02Collaborating as a team11 материалов

Mastering Teamwork: Tools and Techniques for Collaborative Analytics

OverviewВидеоIntroductionЧтениеSource Code ControlЧтениеDataflow Gen2ЧтениеEnvironments and Branch ManagementЧтениеDeploymentЧтениеSettings and Deployment RulesЧтениеSharing Your Analyses and Collaborating with OthersЧтениеWhat Do We Share?ЧтениеOther Ways to CollaborateЧтениеTeamwork and Collaboration in Data ProjectsЗадание
03Architecture10 материалов

Building Scalable Data Platforms with Microsoft Fabric

OverviewВидеоIntroductionЧтениеThe Concept of Architecture Around Microsoft FabricЧтениеThe Data Hub Around OneLakeЧтениеMicrosoft Fabric and the Data MeshЧтениеIntroduction to Microsoft Fabric Extensibility ToolkitЧтениеThe Partner CommunityЧтениеWhat Are TPC and TPC-H 3.0.1?ЧтениеData Generation with TPCH and dbgenЧтениеData Architecture and Governance FundamentalsЗадание
04Securing Your Data Platform14 материалов

Building a Secure and Compliant Data Ecosystem in Microsoft Fabric

OverviewВидеоIntroductionЧтениеAuthenticationЧтениеInbound Network SecurityЧтениеMulti-layer SecurityЧтениеOneLakeЧтениеCapacityЧтениеWorkspaceЧтениеSecurity by WorkloadЧтениеGraphQLЧтениеSharing and Permission ManagementЧтениеMonitoringЧтениеResponsible Use of Copilot AIЧтениеSecuring Data in Modern PlatformsЗадание
05Administer Fabric6 материалов

Mastering Roles and Resource Management in Microsoft Fabric

OverviewВидеоIntroductionЧтениеPlanning Roles and ResponsibilitiesЧтениеCapacity AdministratorЧтениеWorkspace AdministratorЧтениеAdministering Microsoft Fabric EnvironmentsЗадание
06Mastering and Optimizing Platform Costs12 материалов

Unlocking Cost Efficiency and Resource Management in Microsoft Fabric

OverviewВидеоIntroductionЧтениеUnderstanding the Fabric Business ModelЧтениеWhat Is Smoothing?ЧтениеWhat Is Throttling?ЧтениеUnderstanding the Scalability of a Fabric CapacityЧтениеAutoscale Billing for Spark in Microsoft FabricЧтениеThe Fabric Capacity Metrics ApplicationЧтениеThe Fabric Chargeback Reporting ApplicationЧтениеAdministrator ProfileЧтениеMicrosoft Fabric SKU EstimatorЧтениеMastering Platform Cost EfficiencyЗадание