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所在平台: Udemy |
课程主页: https://www.udemy.com/course/data-ai-ethics/
课程评论：没有评论
课程名称：数据与人工智能伦理导论 课程概述： 数据与人工智能伦理是许多数据领导者和专业人士在学校或工作中未曾学习的重要课题。随着数据量的增长以及机器学习和人工智能算法的影响力不断增强，理解我们工作的伦理影响以及如何防止和减轻伦理失误变得尤为重要。课程将首先定义人工智能和数据伦理，接着探讨作为数据伦理管理员的意义。随后，课程将深入讨论数据中可能存在的偏见类型及其如何传播到分析和算法中，这不仅会引发伦理问题，还可能对公司的底线产生负面影响。接下来，我们将探讨现代人工智能模型及其强大的生成式人工智能工具带来的独特风险和伦理关切。通过案例研究，我们将突出现实生活中的争议，讨论如何减轻伦理失误的风险，并通过思维练习帮助您培养在日常工作中预测、识别和减轻伦理失误风险的能力。 课程内容： - 数据伦理基础：介绍伦理学的基本概念，讨论数据伦理与法律框架的区别。 - 伦理数据管理：了解如何有效管理数据，审视收集和管理敏感数据的伦理影响。 - 数据与算法偏见：学习如何检测和减轻常见偏见形式，包括抽样偏见、选择偏见、算法偏见和确认偏见。 - 人工智能伦理与影响：深入探讨人工智能领域，分析在数据收集、偏见及社会危害等方面的独特伦理挑战。 课程特点： - 1.5小时高质量视频 - 6个真实案例研究 - 9个思维练习 - 4个课程测验 - 数据与人工智能伦理电子书（超过50页） - 专家支持与问答论坛 - 30天Udemy满意保证 如果您希望以独特且引人入胜的方式学习数据与人工智能伦理，这门课程非常适合您。快乐学习！- Chris Bruehl（数据科学专家兼首席Python讲师，Maven Analytics） 想要查看我们完整的商业智能课程库？搜索“Maven Analytics”以浏览我们的完整课程，包括Excel、Power BI、MySQL、Tableau和机器学习课程！
Data and AI Ethics are topics that most data leaders and professionals don't learn in school, or on the job.But as the volume of data grows and the impact of ML & AI algorithms continues to increase, understanding the ethical implications of our work - and how to prevent & mitigate ethical lapses - is more important than ever.We'll start this course by defining AI and Data ethics before moving on to what it means to be an ethical steward of data.From there, we'll dive into the types of bias that can be present in your data and how it can propagate into analyses and algorithms in a way that can not only raise ethical questions, but also negatively impact your company's bottom line.Next, we'll dive into the world of modern AI models, and the unique risks and ethical concerns posed by powerful generative AI tools. We'll use case studies to highlight real-life controversies, discuss how to mitigate the risk of ethical lapses, and use thought exercises to help you develop the skills to anticipate, identify, and mitigate the risk of ethical lapses in your day-to-day work.COURSE OUTLINE:Data Ethics 101Introduce the fundamental concepts of ethics, and discuss how data ethics differs from legal frameworks regulating dataEthical Data StewardshipUnderstand how to be an effective steward of data, and review the ethical implications of collecting and managing sensitive dataData & Algorithmic BiasLearn how to detect and mitigate common forms of bias, including sampling, selection, algorithmic and confirmation biasAI Ethics & ImpactDive into the world of AI and explore unique ethical challenges in terms of data collection, bias, and societal harm__________Ready to dive in? Join today and get immediate, LIFETIME access to the following:1.5 hours of high-quality video6 real-world case studies9 thought exercises4 course quizzesData & AI Ethics ebook (50+ pages)Expert support and Q & A forum30-day Udemy satisfaction guaranteeIf you're looking for a unique and highly engaging way to learn about data and AI ethics, this course is for you.Happy learning!-Chris Bruehl (Data Science Expert & Lead Python Instructor, Maven Analytics)__________Looking for our full business intelligence stack? Search for "Maven Analytics" to browse our full course library, including Excel, Power BI, MySQL, Tableau and Machine Learning courses!See why our courses are among the TOP-RATED on Udemy:"Some of the BEST courses I've ever taken. I've studied several programming languages, Excel, VBA and web dev, and Maven is among the very best I've seen!" Russ C."This is my fourth course from Maven Analytics and my fourth 5-star review, so I'm running out of things to say. I wish Maven was in my life earlier!" Tatsiana M."Maven Analytics should become the new standard for all courses taught on Udemy!" Jonah M.
