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所在平台: Udemy |
课程主页: https://www.udemy.com/course/aiethicsandgovernance/
课程评论：没有评论
课程名称：人工智能伦理与治理：概念与应用 课程概述： 本课程探讨人工智能（AI）在实践中的伦理与治理问题。通过分析诸如无人驾驶汽车误读交通标志导致事故、贷款申请系统因偏见数据而拒绝某些背景申请者等现实案例，强调了确保AI伦理的重要性。课程将首先比较预测性AI与生成性AI，分析它们所面临的不同风险与伦理考量，同时介绍弱AI与强AI的差异。学员将深入学习主要模型家族（如回归模型、树模型、神经网络等），并掌握如何使用准确率、召回率、均方误差等指标评估其性能。 从伦理角度来看，课程强调公平与透明的AI设计至关重要。通过案例研究与最佳实践，学员将了解如何减轻偏见、保护用户隐私及强化问责制。此外，课程将分析来自新加坡、世界经济论坛、经济合作与发展组织、欧盟等机构的治理框架，并提供实际问卷，帮助识别AI应用中的潜在问题。 最终，学员将获得知识与工具，以确保AI项目维护公众信任并保障受影响者的福祉。课程由一位行业资深人士主讲，其丰富的企业与技术经验，尤其是在现实环境中管理AI部署方面，将为学员提供切实的指导，帮助他们应对常见挑战，推动伦理决策，并确保AI解决方案实现真正的可持续影响。
AI Ethics and Governance: Concepts and ApplicationsImagine a self driving car misreading a road sign, causing a collision or a loan application system that routinely rejects applicants from certain backgrounds due to biased training data. From facial recognition software leading to wrongful detentions, to AI based diagnoses that overlook critical symptoms, the stakes are high when AI goes wrong. These real world examples highlight why ethics must be integral to any AI initiative.In this course, you'll first explore predictive AI versus generative AI and see how each poses distinct risks and ethical considerations. We'll compare weak AI versus strong AI. You'll also delve into the major model families (regression, tree based methods, neural networks, and more) and learn how to evaluate their performance using accuracy metrics such as precision, recall, or mean squared error.From an ethics perspective, we'll show why fair and transparent AI design is vital. Through case studies and best practices, you'll discover how to mitigate bias, protect user privacy, and address accountability. We'll also unpack governance frameworks from Singapore, the World Economic Forum, the Organization for Economic Cooperation and Development, European Union and others complete with practical questionnaires that spotlight potential pitfalls in AI deployment. By the end, you'll have the knowledge and tools to ensure your AI projects uphold public trust and safeguard the well being of everyone they affect. Best of all, this course is led by an industry veteran who brings a wealth of corporate and technical experience especially around managing AI deployments in real world settings. Through his first hand insights, you'll gain practical guidance on navigating common pitfalls, championing ethical decision making, and ensuring that AI solutions deliver true, sustainable impact.
