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 and Governing AI Systems · LearnSpace
Назад в каталог
courseraАнализ данных

Optimizing and Governing AI Systems

Курс от Coursera
Средний≈ 14.3 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Organizations deploying AI systems face critical challenges in maintaining performance, ensuring ethical compliance, and managing enterprise risks. This course equips you with the technical and strategic skills to optimize machine learning models, implement governance frameworks, and deploy AI systems responsibly in production environments. Through hands-on projects and real-world scenarios, you will learn to monitor AI performance, evaluate model architectures, design ensemble systems, and establish governance structures that balance innovation with ethical compliance. You will work with performance data, conduct validation experiments, create enforceable AI policies, and build automated experimentation workflows. These skills prepare you for roles where AI systems must remain reliable, fair, and aligned with business goals. By the end of this course, you'll be able to make data-driven decisions about model optimization, lead cross-functional AI governance initiatives, and implement monitoring systems that maintain consistent performance while protecting your organization from AI-related risks.

Навыки, которые вы освоите

GovernanceStatistical AnalysisMLOps (Machine Learning Operations)Compliance ManagementResponsible AIData-Driven Decision-MakingData EthicsRiskingGenerative AIPerformance TuningPerformance AnalysisModel DeploymentModel EvaluationCross-Functional CollaborationModel OptimizationRisk ManagementMachine LearningSystem MonitoringPrompt EngineeringTechnology Roadmaps

Программа курса

13 модулей · 89 учебных материалов

01Strategic Patch Management for AI System7 материалов
Why Performance Monitoring Determines AI SuccessВидеоEssential Metrics for Prompt Performance AnalysisЧтениеBuilding Performance Dashboards for Cohort AnalysisВидео Implementing Statistical Drift Detection MethodsВидео

Учитесь у экспертов

Professionals from the Industry

Преподаватель курса

Optimizing and Governing AI Systems
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

≈ 14.3 ч

13 модулей

Язык: Английский

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

Часть программы вашего университета
Analyzing Performance Patterns in Real-World ScenariosDIALOGUE
Performance Drift Investigation ReportЗадание
Quiz: Performance Monitoring Knowledge CheckЗадание
02MTTR Analysis and Operational Resilience8 материалов
Why Architecture Decisions Define AI SuccessВидеоTechnical Architecture Framework for AI System DesignЧтениеCost-Benefit Analysis Methods for AI Architecture DecisionsВидеоBuilding Decision Matrices for Architecture ComparisonВидеоImplementation Strategies for Architecture EvaluationЧтениеNavigating Complex Architecture Trade-offsDIALOGUEArchitecture Evaluation Report for New Domain ImplementationЗаданиеQuiz: Architecture Trade-off Analysis Knowledge CheckЗадание
03Create Governance Frameworks8 материалов
Why AI Governance Determines Enterprise SuccessВидеоComprehensive AI Governance Framework ComponentsЧтениеDesigning Technical Guardrails for AI SystemsВидеоPolicy Development and Implementation StrategiesЧтениеStakeholder Alignment for Governance ImplementationDIALOGUEComprehensive Governance Framework DevelopmentЗаданиеQuiz: Governance Framework Knowledge CheckЗаданиеAssessmentЗадание
04Ethical AI Decision-Making and Bias Mitigation6 материалов
When AI Bias Becomes Business Risk ВидеоQuantifying Bias and Fairness in AI Systems ВидеоEnterprise Approaches to AI Risk ManagementЧтениеUsing Fairness Assessment Tools to Quantify Algorithmic Bias ВидеоBias Analysis and Mitigation Strategy Development ЗаданиеPractice Quiz Ethical AI Knowledge CheckЗадание
05Strategic AI Roadmap Alignment6 материалов
When Brilliant AI Fails to Deliver Business Value ВидеоMapping AI Initiatives to Business Objectives ВидеоSystematic Approaches to Assessing Strategic AI Roadmaps ЧтениеUsing Strategic Alignment Tools to Assess AI InitiativesВидеоAI Roadmap Gap Analysis and Strategic Recommendations ЗаданиеAI Roadmap Gap Analysis and Strategic Recommendations Задание
06Building AI Centers of Excellence7 материалов
From Scattered AI Experiments to Strategic Excellence ВидеоGovernance Frameworks for AI Operations at Scale ВидеоEssential Elements of Effective AI Governance ChartersЧтениеNavigating AI Governance Implementation Challenges DIALOGUEAI Center of Excellence Charter Development ЗаданиеAI Center of Excellence (CoE) Governance Models and Charter DesignЗаданиеAI Fairness and Center of Excellence AssessmentЗадание
07Analyze Model Complexity vs Interpretability Trade-offs6 материалов
Why Model Interpretability Can Make or Break Your ML CareerВидеоThe Strategic Framework for Complexity-Interpretability DecisionsЧтениеProduction Trade-off Analysis: Framework and MethodsВидеоHands-on Trade-off Analysis with Production Constraints ВидеоStrategic Model Selection Planning SessionDIALOGUEModel Trade-off Analysis Knowledge CheckЗадание
08Evaluate Algorithm Performance Using Statistical Tests7 материалов
Why Statistical Significance Testing Prevents Million-Dollar MistakesВидеоStatistical Testing Foundations for Production MLЧтениеImplementing Statistical Tests for Algorithm ComparisonВидеоHands-on Statistical Testing Implementation in PythonВидеоValidating Your Statistical Testing Framework for Production DeploymentDIALOGUEStatistical Validation of ML Model PerformanceЗадание Model Trade-off Analysis Knowledge Check Задание
09Create Ensemble Models by Combining Multiple Algorithms6 материалов
Why Netflix Combines 107+ Algorithms Into Billion-Dollar EnsemblesВидеоEnsemble Architecture Fundamentals for Production SystemsЧтениеBuilding Production Ensemble Systems from ScratchВидеоProduction Ensemble Architecture DesignЗаданиеEnsemble Methods and Architecture Knowledge Check ЗаданиеComprehensive Ensemble Systems EvaluationЗадание
10Feature Importance & Bias Analysis7 материалов
Why Model Interpretability Determines Trust and FairnessВидеоUnderstanding SHAP and LIME for Feature ImportanceВидеоDetecting and Measuring Bias in ML ModelsЧтениеGenerating SHAP Plots and Interpreting Feature ContributionsВидеоExploring Bias Detection Through Case AnalysisDIALOGUEAnalyzing SHAP Plots for Demographic BiasЗаданиеPractice Quiz Feature Importance and Bias Detection ConceptsЗадание
11A/B Testing Impact Evaluation6 материалов
Why Controlled Experiments Transform ML Decisions from Assumptions to EvidenceВидеоA/B Testing Fundamentals for ML Model EvaluationВидеоStatistical Analysis for ML Experiment EvaluationЧтениеA/B Testing Framework: KPI Selection and Statistical AnalysisЧтениеDesigning A/B Tests for Model EvaluationDIALOGUEPractice Quiz A/B Testing and Statistical Analysis ConceptsЗадание
12Experimentation Framework Development9 материалов
Why Automation Accelerates ML Innovation VelocityЧтениеArchitecture Components of ML Experimentation FrameworksВидеоSelecting Technologies for Experimentation InfrastructureЧтениеBuilding an Experiment Tracking System with MLflowВидеоVideo: Building an Experiment Tracking System with MLflowЧтениеDesigning Experiment Workflows for Your OrganizationDIALOGUEDesigning an Experimentation Framework SpecificationЗаданиеPractice Quiz Experimentation Framework Design and Statistical AnalysisЗаданиеExperimentation Framework Design and Statistical AnalysisЗадание
13Project: Optimizing and Governing AI Systems6 материалов
Module OverviewЧтениеProfessional ContextЧтениеPractical Applications: AI System ManagementЧтениеAssignment: AI System Governance ProjectЧтениеGraded Quiz: Optimizing and Governing AI SystemsЗаданиеSolution KeyЧтение