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Advanced Data Techniques for Enterprise AI Systems · LearnSpace
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Advanced Data Techniques for Enterprise AI Systems

Курс от Fractal Analytics
Средний≈ 17.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Generative AI succeeds or fails on the quality of your data strategy. In this hands on course, you’ll learn how to design scalable data frameworks and governance models that power LLMs, RAG, and agentic AI with reliable, ethical, and context rich information. The curriculum covers modern data strategy fundamentals, taxonomy design, and responsible AI practices—equipping you to reduce hallucinations, enforce compliance, and accelerate delivery of production ready AI solutions. Through case studies, interactive dialogues, labs, and practice assignments, you’ll apply taxonomies, metadata, and data quality controls to real world scenarios. By the end, you’ll be able to architect enterprise data foundations that make GenAI robust, explainable, and future proof.

Навыки, которые вы освоите

Data GovernanceMetadata ManagementVector DatabasesData SecurityData StrategyRetrieval-Augmented GenerationGenerative AI AgentsLarge Language ModelingMachine LearningInteroperabilityData EthicsData ArchitectureData StorageContainerizationAgentic systemsData StoreTaxonomyData ManagementAI SecurityData Processing

Программа курса

6 модулей · 68 учебных материалов

01Foundation and Strategy with Security 9 материалов
Introduction to Data Management TechniquesВидеоCourse SyllabusЧтениеDisclaimerЧтениеAnalyzing the Equifax Breach: Data Governance in CrisisDIALOGUE

Учитесь у экспертов

David Drummond

Преподаватель курса

Fractal Analytics Academy

Преподаватель курса

Advanced Data Techniques for Enterprise AI Systems
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 17.4 ч

6 модулей

Язык: Английский

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

Часть программы вашего университета
Data Management and the Pillars of Modern Data StrategyВидео
The Pillars of Data ManagementВидео
Security Fundamentals in Data ManagementВидео
Modern Data Strategy FundamentalsЗадание
Assessing Core Data Management PrinciplesЗадание
02Cross-platform Compatibility and Interoperability9 материалов

Handling Vector Data Stores

Solving Integration Challenges: Case StudiesЧтениеIntroducing Cross-platform Compatibility and Interoperability ВидеоBenefits of Cross-platform CompatibilityВидеоStrategies for Achieving Cross-Platform Compatibility ВидеоCross-platform Compatibility and InteroperabilityЗаданиеImplementing Cross-Platform CompatibilityВидеоDemo: Cross-Platform Compatibility ВидеоCross-platform Compatibility: MCPЛабораторнаяEvaluating Cross-platform Data SolutionsЗадание
03Data Classification and Tagging10 материалов
Introduction to TaggingВидеоUnderstanding Tagging Systems ВидеоTagging for Enhanced Retrieval ВидеоMetadata-enhanced Vector SearchВидеоSolving the Metadata Synchronization Challenge: From Theory to ImplementationDIALOGUEDemo: Data Classification and TaggingВидеоTagging Systems: Document Classification SystemЛабораторнаяChallenges and Solutions in Integration ВидеоData Classification and TaggingЗаданиеData Classification and TaggingЗадание
04Modern Data Storage and Vector Processing16 материалов
Introduction to Vector StoresВидеоThe Mathematics of Vector DatabasesЧтениеMetadata-Enhanced Vector Search ВидеоAccess and Control ConsiderationsВидеоSecuring Your Vector DatabaseЧтениеEfficacy of Vector Embedding Engine ВидеоThe Vector Database Revolution: Transforming Unstructured Data RetrievalDIALOGUEEfficacy and Cost of Vector Store Search ВидеоSpeed of Vector Store Search ВидеоCreating Indices over Vectors ВидеоVector Data Stores, Embeddings, and IndicesЗаданиеVector Database Best PracticesЧтениеDemo: Integrating Vector Stores in Your ApplicationsВидеоVector Data StoresЛабораторнаяSpeedy Vector DatabasesЧтениеVector Data Stores, Embeddings, and IndicesЗадание
05Unified Data Management and Architecture Patterns14 материалов

Unified Data Management

Why Unified Data Management Matters ВидеоData Warehouses, Lakes, and LakehousesВидеоBenefits of Data Warehouses, Lakes, and LakehousesЧтениеModern Lakehouse Architectures: Iceberg, Delta, and DuckLakeВидеоEnterprise AI Architecture in Action: Deconstructing Morgan Stanley's RAG ImplementationDIALOGUEModern Data ArchitecturesЗадание

Tabular Data

Understanding and Accessing Tabular Data ВидеоUnderstanding and Accessing Tabular Data Part IIВидеоLeveraging Tabular Data Case StudiesЧтениеTabular data, Vector Databases, and Data ManagementВидеоDuckLake: Simplifying Lakehouse with SQL CatalogsВидеоDemo: DuckLake for Gen AI Data PipelinesВидео
06 Advanced Frameworks and Techniques10 материалов
Modern Day Data Management TechniquesВидеоFrameworks of Modern Data Management TechniquesВидеоDuckLake as a Unified Catalog SolutionВидеоData Management Frameworks and Explainable AI (XAI)ВидеоData Frameworks and XAIЗаданиеSecuring Data in Advanced FrameworksВидеоNavigating the AI Security Frontier: Threats, Patterns, and Strategic BalanceDIALOGUEData Frameworks and XAIЗаданиеTying It All BackВидеоAcknowledgementsЧтение
DuckLake for Modern Lakehouse ArchitectureЛабораторная
Modern Data ArchitecturesЗадание