К содержимому
learnspaceYOUR NEXT CHAPTER
ПРОСТРАНСТВО ОБУЧЕНИЯ
ГлавнаяКаталог курсовМоё обучениеCoursera

Знания без границ

Учитесь у лучших университетов и компаний мира.

Открыть Coursera
Интеграция
Пространство университета
Моё пространствоСтраница курса
↵
ЯЛичный кабинетСтудент
© 2026 LearnSpaceКаждый день — возможность узнать больше.Помощь
Optimizing AI System Operations and Costs · LearnSpace
Назад в каталог
courseraIT и технологии

Optimizing AI System Operations and Costs

Курс от Coursera
Средний≈ 11.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Optimize AI system operations through automation, cost management, and data governance for enterprise-scale efficiency. This course teaches you to automate maintenance workflows, analyze cloud spending, and implement systematic data governance to keep AI systems performing at peak efficiency while controlling costs. You will build self-healing playbooks with Ansible, create predictive cost models, and design automated data onboarding pipelines that ensure compliance with GDPR and industry regulations. Develop practical skills in incident management, financial modeling, and metadata analysis. By the end of this course, you will be able to automate operational workflows, optimize cloud spending, enforce compliant data practices, and demonstrate readiness for senior operations roles in AI-driven organizations.

Навыки, которые вы освоите

ForecastingAnsibleAutomationData QualityData GovernanceMetadata ManagementCapacity ManagementPatch ManagementFinancial ManagementPredictive ModelingIncident ManagementSite Reliability EngineeringCloud ManagementData ManagementIT AutomationMLOps (Machine Learning Operations)Cost ManagementCompliance ManagementSystem MonitoringContinuous Monitoring

Программа курса

10 модулей · 64 учебных материалов

01Strategic Patch Management for AI System6 материалов
Why Strategic Patch Management Can Make or Break AI OperationsВидеоFoundations of Strategic Patch Management for AI InfrastructureЧтениеAnalyzing Security vs. Availability Trade-offs in AI SystemsВидеоBuilding Patch Priority Assessment MatricesВидео

Учитесь у экспертов

Professionals from the Industry

Преподаватель курса

Optimizing AI System Operations and Costs
В каталоге вашей программы

Инвестируйте в себя

Новые знания — в удобное для вас время.

Начать на Coursera

Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 11.4 ч

10 модулей

Язык: Английский

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

Часть программы вашего университета
Enterprise Patch Management Scenario AnalysisЗадание
Strategic Patch Management Knowledge CheckЗадание
02 MTTR Analysis and Operational Resilience6 материалов
How MTTR Analysis Transformed Netflix's Infrastructure ReliabilityВидеоMTTR Fundamentals and Resilience Engineering PrinciplesЧтениеCalculating and Interpreting MTTR Metrics for AI SystemsВидеоCreating MTTR Dashboards and Trend Analysis ReportsВидеоMTTR Pattern Recognition and Resilience PlanningDIALOGUEMTTR Analysis and Resilience AssessmentЗадание
03 Automated Maintenance Playbooks7 материалов
From Firefighting to Self-Healing Systems: The Strategic Impact of Automated PlaybooksDIALOGUEAnsible Fundamentals for AI Operations AutomationЧтениеDesigning Playbook Architecture for Self-Healing AI SystemsВидеоBuilding Your First Automated Maintenance PlaybookВидеоEnterprise Playbook Development for AI InfrastructureЗаданиеAutomated Maintenance Playbook Mastery CheckЗаданиеAI Operations Automation Mastery AssessmentЗадание
04 Resource Allocation Analysis5 материалов
Why Resource Allocation Analysis Transforms Cloud OperationsВидеоFoundations of Resource Allocation Analysis for Cloud OptimizationЧтениеStrategic Resource Optimization Decision-MakingDIALOGUECluster Auto-scaling Performance AnalysisЗаданиеResource Allocation Analysis Knowledge CheckЗадание
05Cloud Pricing Strategy Evaluation7 материалов
Strategic Cloud Pricing Decisions That Transform AI OperationsВидеоEvaluate cloud pricing strategies to reduce operational expenditureЧтениеReserved vs Spot vs On-Demand: A Strategic ComparisonВидеоCost-Benefit Analysis for Multi-Cloud Pricing OptimizationЧтениеTranslating Pricing Analysis Into Strategic Business DecisionsDIALOGUEGPU Fleet Pricing Strategy DevelopmentЗаданиеCloud Pricing Strategy Evaluation Knowledge CheckЗадание
06Cost Forecasting Model Creation6 материалов
Advanced Cost Forecasting Models for Strategic Financial PlanningDIALOGUEEssential Components of Infrastructure Cost Forecasting ModelsВидеоAdvanced Forecasting Techniques for Cloud Infrastructure PlanningЧтениеRolling Forecast Model Development for Strategic PlanningЗаданиеCost Forecasting Model Development Knowledge CheckЗаданиеStrategic Cloud Cost Optimization Mastery AssessmentЗадание
07Metadata Catalog Analysis for Data Optimization6 материалов
The Cost of Data Chaos in AI OperationsВидеоUnderstanding Metadata Catalog Architecture for Enterprise AIВидеоEnterprise Metadata Management FundamentalsЧтениеMetadata Analysis Decision Framework DiscussionDIALOGUEMetadata Audit and Redundancy Analysis ProjectЗаданиеMetadata Management Knowledge CheckЗадание
08Data Retention Policy Evaluation and Compliance8 материалов
GDPR Compliance Failures and Enterprise RiskВидеоRegulatory Framework Analysis for Data RetentionВидеоGDPR and Industry-Specific Retention RequirementsЧтениеCost Optimization Through Strategic Data Lifecycle ManagementВидеоRetention Policy Assessment and Documentation Framework ЧтениеCompliance Gap Analysis and Policy Reconciliation ProjectЗаданиеRegulatory Conflict Resolution Strategy DiscussionDIALOGUERegulatory Compliance Knowledge CheckЗадание
09Automated Data Onboarding Process Creation7 материалов
Manual Onboarding Bottlenecks in AI Development ВидеоAutomated Workflow Design Principles for Data OnboardingВидеоData Validation and Classification StrategiesЧтениеBuilding Automated Onboarding Workflows with DataHub IntegrationЧтениеEnd-to-End Automation Process Design ChallengeЗаданиеAutomation Workflow Knowledge CheckЗаданиеComprehensive Data Governance Implementation ProjectЗадание
10Project: Optimizing AI System Operations and Costs6 материалов
Module OverviewЧтениеProfessional ContextЧтениеPractical Applications: AI Systems OperationsЧтениеAssignment: AI Operations OptimizationЧтениеGraded Quiz: Optimizing AI System Operations and CostsЗаданиеSolution KeyЧтение