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所在平台: Udemy |
课程主页: https://www.udemy.com/course/management-of-ai-risk/
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课程名称:人工智能风险管理 课程概述:在人工智能(AI)迅速改变各个行业并提升决策过程的时代,有效的风险管理变得尤为重要。本课程“人工智能风险管理”全面探讨了NIST AI-100-1风险管理框架(RMF),旨在为参与者提供识别、评估和减轻与AI系统相关风险所需的知识和技能。通过本课程,您将深入了解NIST AI RMF文档中的所有信息,并有机会使用Google SAIF进行实际的AI风险评估。 课程内容概述: 第一部分:基础信息与风险框架 1.1 了解和应对风险、影响和损害 1.2 AI风险管理的挑战 - 1.2.2 风险容忍度 - 1.2.3 风险优先级 - 1.2.4 组织整合与风险管理 第二部分:AI风险和可信度 - 3.2 安全性 - 3.3 可靠性与弹性 - 3.4 责任性与透明性 - 3.5 可解释性与可理解性 - 3.6 隐私增强 - 3.7 公平性 - 管理有害偏见 第三部分:AI RMF核心与配置文件 5.1 治理 5.2 映射 5.3 测量 5.4 管理 附录文档走查,出版物中表格列表的走查。 实施NIST AI RMF的应用与实施 - NIST AI RMF实施路线图 - NIST AI RMF实施手册 - NIST AI RMF实施案例场景 - 支持NIST AI RMF开发的交叉文档 本课程适合希望深入理解和实施人工智能风险管理框架的从业人员。通过系统的学习,您将能够有效地管理AI相关风险,确保AI系统的安全、透明和公正。
Management of AI Risk-Implementing the NIST AI RMFIn an era where artificial intelligence (AI) is transforming industries and enhancing decision-making processes, the need for effective risk management has never been more critical. This course, "Management of AI Risk," provides a comprehensive exploration of the NIST AI-100-1 Risk Management Framework (RMF), equipping participants with the knowledge and skills necessary to identify, assess, and mitigate risks associated with AI systems.By doing this course, you will receive an in-depth and thorough, word for word walk-through of all the information presented in the NIST AI RMF documentation. You will also get an opportunity to perform a practical AI Risk assessment using Google SAIF.The course covers the following areas as presented by the NIST AI-100-1 publication:Part 1: Foundational Information Framing Risk1.1 Understanding and Addressing Risks, Impacts, and Harms 1.2 Challenges for AI Risk Management1.2.2 Risk Tolerance 1.2.3 Risk Prioritization1.2.4 Organizational Integration and Management of RiskAudienceAI Risks and Trustworthiness1.2.4 Organizational Integration and Management of Risk3.2 Safe3.3 Secure and Resilient3.4 Accountable and Transparent 3.5 Explainable and Interpretable3.6 Privacy-Enhanced3.7 Fair - with Harmful Bias ManagedEffectiveness of the AI RMFPart 2: Core and ProfilesAI RMF Core5.1 Govern5.2 Map5.3 Measure5.4 ManageAI RMF ProfilesWalk through of Appendix DocumentsWalk through of list of tables used in publicationConducting a Practical AI Risk AssessmentApplication and Implementation of the NIST AI RMFRoadmap for Implementing NIST AI RMFPlaybook for Implementing NIST AI RMFCase Scenarios for Implementing NIST AI RMFCrosswalk Documents for the development of the NIST AI RMF