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Detect and Mitigate Ethical Risks · LearnSpace
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Detect and Mitigate Ethical Risks

Курс от CertNexus
Начальный≈ 19.3 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Data-driven technologies like AI, when designed with ethics in mind, benefit both the business and society at large. But it’s not enough to say you will “be ethical” and expect it to happen. We need tools and techniques to help us assess gaps in our ethical behaviors and to identify and stop threats to our ethical goals. We also need to know where and how to improve our ethical processes across development lifecycles. What we need is a way to manage ethical risk. This third course in the Certified Ethical Emerging Technologist (CEET) professional certificate is designed for learners seeking to detect and mitigate ethical risks in the design, development, and deployment of data-driven technologies. Students will learn the fundamentals of ethical risk analysis, sources of risk, and how to manage different types of risk. Throughout the course, learners will learn strategies for identifying and mitigating risks. This course is the third of five courses within the Certified Ethical Emerging Technologist (CEET) professional certificate. The preceding courses are titled Promote the Ethical Use of Data-Driven Technologies and Turn Ethical Frameworks into Actionable Steps.

Навыки, которые вы освоите

Responsible AIData EthicsPersonally Identifiable InformationRisk AnalysisRisk ManagementAccountabilitySafety AssuranceInformation PrivacyRisk Management FrameworkAccountability FrameworksEthical Standards And ConductOperational RiskAI SecurityRisk MitigationRisk ControlSafety and SecurityBusiness Risk ManagementArtificial Intelligence

Программа курса

7 модулей · 141 учебных материалов

01Ethical Risk Analysis Fundamentals25 материалов

Overview

Detect and Mitigate Ethical Risks Course IntroductionВидеоCEET Specialization IntroductionВидеоCourse Welcome & Success TipsВидеоThe Importance of Managing RisksВидео

Учитесь у экспертов

Jennifer Fischer

Executive Director, Center for Innovation & Professional Studies at Felician University

Eleanor 'Nell' Watson

Tech Ethicist and AI Faculty Member at Singularity University

Detect and Mitigate Ethical Risks
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≈ 19.3 ч

7 модулей

Язык: Английский

Субтитры: Арабский, Французский, Узбекский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Немецкий, Пушту, Русский, Тайский, Индонезийский, Шведский, Турецкий, Испанский, Дари, Хинди, Японский, Казахский, Польский

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OverviewЧтение
Get help and meet other learners. Join your Community! Чтение

Risk and Ethics

Risk Management ProcessВидеоRisk IdentificationВидеоRisk AnalysisВидеоRisk MitigationВидеоRisk Management FrameworksЧтениеTypes of Ethical RiskВидео

Basic Statistics

DistributionsВидеоCentral TendencyВидеоVariance and Standard DeviationВидеоSkewness and KurtosisВидеоCorrelationВидеоProbabilityВидео

Evaluation Metrics

Machine Learning OutcomesВидеоClassification MetricsЧтениеCost FunctionsВидеоReliabilityВидеоGoodhart's LawВидео

Evaluate What You've Learned

Analyzing Ethical RisksЗаданиеReflect on What You've LearnedОбсуждение
02Manage Privacy Risks23 материалов

Overview

The Importance of Managing Privacy RisksВидеоOverviewЧтение

Sources of Privacy Risks

Private DataВидеоFirst-Party vs. Third-Party DataВидеоSecondary Use of DataВидеоCombined Data SourcesВидео

Identifying Privacy Risks

Identify Personally Identifiable Information (PII)ВидеоModel PersonasВидеоTrack Customer DataВидеоMeet Compliance RequirementsВидеоData Protection PoliciesЧтение

Mitigation Strategies for Privacy Risks

Intent and ConsentВидеоMinimize Private Data SharingВидеоGive the User ChoicesВидеоMinimize Private Data CollectionВидео

Toolkit for Managing Privacy Risks

Privacy Legislation SourcesЧтениеReinforce TrustВидеоAnonymization and PseudonymizationВидеоHomomorphic EncryptionВидеоZero-Knowledge ProtocolsВидео

Evaluate What You've Learned

Incorporate Privacy Risk Management in the LifecycleВидеоManaging Privacy RisksЗаданиеReflect on What You've LearnedОбсуждение
03Manage Accountability Risks21 материалов

Overview

The Importance of Managing Accountability RisksВидеоOverviewЧтение

Sources of Accountability Risks

Use of Third-Party ComponentsВидеоAutomation BiasВидеоExtrajudicial JudgmentВидеоLack of Guiding PrinciplesВидео

Identifying Accountability Risks

Recognize Black Box AlgorithmsВидеоAssess the Organization's Governance StructureВидео

Mitigation Strategies for Accountability Risks

Document and Distribute Company PoliciesВидеоDocument Design ProcessesВидеоDocument Auditing ProcessesВидеоResponsibility Assignment Matrix (RAM/RACI)ВидеоCreate a RACI MatrixВзаимная проверкаPilot TestingВидео

Toolkit for Managing Accountability Risks

Algorithmic Impact Assessment (AIA)ВидеоData VisualizationВидеоDashboard ReportingВидео

Evaluate What You've Learned

Incorporate Accountability Risk Management in the LifecycleВидеоManaging Accountability Risks QuizЗаданиеReflect on What You've LearnedОбсуждение
04Manage Transparency and Explainability Risks21 материалов

Overview

The Importance of Managing Transparency and Explainability RisksВидеоOverviewЧтение

Sources of Transparency and Explainability Risks

Black Box SystemsВидеоSelf-Learning ModelsВидеоThird-Party IntegrationВидеоIntellectual Property RightsВидеоShadow BanningВидео

Identifying Transparency and Explainability Risks

Explainable AIВидеоIdentify Algorithmic DecisionsВидеоDeconstruct Specific DecisionsВидео

Mitigation Strategies for Transparency and Explainability Risks

Explain How Systems WorkВидеоHelp Users Seeking ExplanationsВидеоKeep Humans in the LoopВидеоEnsure Proper Data DisclosureВидеоBe Upfront About Training Data InadequaciesВидео

Toolkit for Managing Transparency and Explainability Risks

SHAP and AlibiВидеоELI5, LIME, and What-IfВидеоExplaining a Decision Tree Using ELI5Лабораторная

Evaluate What You've Learned

Incorporate Transparency and Explainability Risk Management in the LifecycleЧтениеManaging Transparency and Explainability Risks QuizЗаданиеReflect on What You've LearnedОбсуждение
05Manage Fairness and Non-Discrimination Risks23 материалов

Overview

The Importance of Managing Fairness and Non-Discrimination RisksВидеоOverviewЧтение

Sources of Fairness and Non-Discrimination Risks

Implicit BiasВидеоSampling BiasВидеоReinforcement BiasВидеоTemporal BiasВидеоOverfitting to Training DataВидеоEdge Cases and OutliersВидео

Identifying Fairness and Non-Discrimination Risks

Analytical TechniquesВидеоAnalyze Models in Different EnvironmentsВидеоPersona ModelingВидео

Mitigation Strategies for Fairness and Non-Discrimination Risks

Pattern Matching vs. BiasЧтениеInclusive Design and ForeseeabilityВидеоSTEEPV AnalysisВидеоPerform User TestingВидеоGather Input from External StakeholdersВидео

Toolkit for Managing Fairness and Non-Discrimination Risks

Bias and Safety BountiesВидеоAI Fairness 360ВидеоAI Fairness 360 DemoЧтениеRadioactive Data TracingВидео

Evaluate What You've Learned

Incorporate Fairness and Non-Discrimination Risk Management in the LifecycleВидеоManaging Fairness and Non-Discrimination RisksЗаданиеReflect on What You've LearnedОбсуждение
06Manage Safety and Security Risks26 материалов

Overview

The Importance of Managing Safety and Security RisksВидеоOverviewЧтение

Sources of Safety and Security Risks

Abnormal System BehaviorВидеоAdversarial Machine LearningВидеоBad ActorsВидеоGroupthink and BiasesВидеоCyber AttacksВидео

Identifying Safety and Security Risks

Quantitative Risk AnalysisВидеоEvaluate Training Data and ModelsВидеоThreat IntelligenceВидеоThreat ModelingВидеоPenetration TestingВидеоForensic AnalysisВидео

Mitigation Strategies for Safety and Security Risks

Ensure Critical AI Systems Follow Rigorous StandardsВидеоEstablish Baseline System BehaviorВидеоDesignate Rapid Response TeamsВидеоProtect the Security of Data in StorageВидеоProtect the Security of Data in TransitВидео

Toolkit for Managing Safety and Security Risks

Threat and Risk LibrariesВидеоThreat Modeling and Analysis ToolsВидеоAttack Simulation ToolsВидеоVulnerability Scoring ToolsВидеоSecurity Information and Event Management (SIEM)Видео

Evaluate What You've Learned

Incorporate Safety and Security Risk Management in the LifecycleВидеоManaging Safety and Security Risks QuizЗаданиеReflect on What You've LearnedОбсуждение
07Apply What You've Learned2 материалов

Project

Algorithmic Impact Assessment (AIA)Взаимная проверка

Honors Project (Optional)

Ethical AI Project PlanВзаимная проверка
Collaboration with Data Sharing PartnersВидео