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Advanced Analytics & AI Optimization with Microsoft Fabric · LearnSpace
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Advanced Analytics & AI Optimization with Microsoft Fabric

Курс от Microsoft
Средний≈ 27.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course will equip you with the skills to build high-performance, intelligent data solutions. You will gain hands-on experience by building robust semantic models in Power BI, implementing the groundbreaking DirectLake mode for lightning-fast analytics, and leveraging the power of Copilot in Fabric to dramatically boost your productivity. The course also covers making critical decisions on connection modes and semantic models to optimize performance and cost. By the end of this course, you will be able to analyze an organization's needs and recommend a comprehensive optimization strategy that improves performance while managing costs.

Навыки, которые вы освоите

Real Time DataData LakesPower BIModel OptimizationPerformance TuningAI IntegrationsData ArchitectureProcess OptimizationNatural Language ProcessingData ModelingProcess Improvement and OptimizationMicrosoft CopilotEnterprise ModelingMachine Learning Software

Программа курса

5 модулей · 128 учебных материалов

01Power BI semantic models26 материалов

Semantic model fundamentals

The foundation of self-service analyticsВидеоCourse syllabusЧтениеSemantic modeling architecture and principlesЧтениеSemantic model creation processВидео

Учитесь у экспертов

Microsoft

Преподаватель курса

Advanced Analytics & AI Optimization with Microsoft Fabric
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 27.5 ч

5 модулей

Язык: Английский

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

Часть программы вашего университета
Semantic strategy planningDIALOGUE
Lakehouse semantic model creationЗадание
Semantic fundamentals knowledge checkЗадание

DAX measure development

DAX for business intelligenceВидеоDAX development best practicesЧтениеBusiness measures implementationВидеоBusiness logic translationDIALOGUEEssential DAX Measure DevelopmentЗаданиеDAX development knowledge checkЗадание

Relationships and model structure

Relationships drive analyticsВидеоRelationship design and managementЧтениеStar schema relationship implementationВидеоModel architecture planningDIALOGUEStar Schema relationship configurationЗаданиеRelationship management knowledge checkЗадание

Semantic model optimization

Performance at scaleВидеоSemantic model performance optimizationЧтениеComparing storage modesВидеоOptimization strategy developmentDIALOGUEModel performance optimization workshopЗаданиеPerformance optimization knowledge checkЗаданиеPower BI semantic models mastery graded quizЗадание
02DirectLake (real-time) and Incremental refresh (partitioned batch)24 материалов

DirectLake architecture

Real-time analytics revolutionВидеоDirectLake architecture and benefitsЧтениеDirectLake functionality explorationВидеоDirectLake strategy planningDIALOGUEDirectLake architecture analysisЗаданиеDirectLake architecture knowledge checkЗадание

Connecting to Lakehouse with DirectLake

Seamless data connectionВидеоDirectLake implementation guideЧтениеDirectLake configuration processВидеоConnection strategy planningDIALOGUEDirectLake dataset configurationЗаданиеDirectLake implementation knowledge checkЗадание

Partitioning strategies

Scaling analytics with partitioningВидеоDataset partitioning designЧтениеPartitioning implementationВидеоPartitioning strategy developmentDIALOGUELarge dataset partitioning implementationЗаданиеPartitioning strategies knowledge checkЗадание

Incremental refresh implementation

Efficient data updatesВидеоIncremental refresh configurationЧтениеIncremental Refresh setup processВидеоIncremental refresh policy implementationЗаданиеIncremental refresh knowledge checkЗаданиеDirectLake and incremental refresh graded quizЗадание
03Embedded analytics and AI in Power BI26 материалов

Secure publishing and sharing

Secure analytics distributionВидеоPower BI security and sharingЧтениеSecure publishing processВидеоSharing strategy planningDIALOGUESecure report publishing and sharingЗаданиеSecure publishing knowledge checkЗадание

Embedding Power BI content

Analytics everywhereВидеоPower BI embedding architectureЧтениеEmbedding implementation processВидеоEmbedding strategy developmentDIALOGUEPower BI dashboard embeddingЗаданиеContent embedding knowledge checkЗадание

AI visuals in Power BI

Intelligence in visualizationВидеоPower BI AI visuals guideЧтениеAI visual implementationВидеоAI visual performance analysisЗаданиеAI analytics strategyDIALOGUEAI-enhanced report developmentЗаданиеAI visuals knowledge check

Natural language features

Conversational analyticsВидеоNatural language analytics implementationЧтениеNatural language feature setupВидеоConversational analytics planningDIALOGUENatural language analyticsЗаданиеNatural language features knowledge checkЗадание
04AI integration with Copilot and data agents25 материалов

Introduction to Copilot in Fabric

AI-powered data platformВидеоCopilot in Fabric architectureЧтениеCopilot features explorationВидеоAI productivity strategyDIALOGUECopilot feature exploration and setupЗаданиеCopilot fundamentals knowledge checkЗадание

Building pipelines with natural language

Democratizing pipeline developmentВидеоNatural language pipeline developmentЧтениеPipeline generation processВидеоPipeline automation strategyDIALOGUENatural language pipeline creationЗаданиеNatural language pipelines knowledge checkЗадание

SQL generation and documentation

AI-assisted query developmentВидеоAI-powered SQL and documentationЧтениеSQL and documentation generationВидеоAI development integrationDIALOGUESQL generation and asset documentationЗаданиеSQL generation knowledge checkЗадание

Data agents and Copilot Studio

Intelligent automationВидеоData agents and Copilot Studio integrationЧтениеAgent and bot development processВидеоIntelligent automation strategyDIALOGUEData agent and bot implementationЗаданиеIntelligent automation knowledge checkЗадание
05Architecture optimization and cost control27 материалов

Mesh architecture design

Decentralized data at scaleВидеоData Mesh architecture principlesЧтениеMesh architecture planning processВидеоMesh strategy developmentDIALOGUEData Mesh architecture design workshopЗаданиеMesh architecture knowledge checkЗадание

Performance optimization techniques

Performance engineering excellenceВидеоFabric performance optimization guideЧтениеOptimization implementation processВидеоOptimization strategy planningDIALOGUEFabric resource optimization implementationЗаданиеOptimization knowledge checkЗадание

Cost monitoring and optimization

Cost-conscious data architectureВидеоFabric cost management and optimizationЧтениеCost monitoring implementationВидеоCost optimization strategyDIALOGUEComprehensive cost optimization analysisЗаданиеCost control knowledge checkЗадание

ML and data science integration

AI-powered data platformВидеоMachine learning integration overviewЧтениеML integration explorationВидеоML framework integration planning for FabricЗаданиеML strategy planningDIALOGUEML integration options explorationЗадание
Задание
Embedded analytics and AI in Power BI graded quizЗадание
AI integration with Copilot and data agents graded quizЗадание
ML integration knowledge checkЗадание
Architecture optimization and cost control graded quizЗадание
Course project: Advanced analytics and optimization solutionЗадание