Is this relevant if my company hasn’t implemented AI yet?

Absolutely. Ethical readiness must come before AI adoption. The course prepares you to guide responsible implementation from day one.

Does the course cover global AI regulations?

Yes. You’ll explore U.S., EU, and international policies, including the EU AI Act, emerging governance models, and compliance trends.

Will this help me in roles beyond ethics?

Yes. Ethical literacy is now essential for product teams, leadership roles, compliance, HR, data teams, and AI project owners.

How does this certification add value to my career?

Organizations increasingly require ethical AI oversight. This credential positions you for roles in AI governance, compliance, and risk.

What will I get if I purchase the Certificate?

When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.

Is financial aid available?

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.

Responsible AI Principles

Coursera PlusMonthly 3 个月课程4 折优惠 ，让你轻松掌握闪耀技能。立即节省

Responsible AI Principles

位教师：AI CERTs Team

包含在中

了解更多

9个模块

深入了解一个主题并学习基础知识。

初级等级

推荐体验

3 周完成

在 10 小时一周

灵活的计划

自行安排学习进度

9个模块

深入了解一个主题并学习基础知识。

初级等级

推荐体验

3 周完成

在 10 小时一周

灵活的计划

自行安排学习进度

您将学到什么

Build Ethical AI Foundations: Learn core ethics principles, fairness, transparency, and responsible AI decision-making.
Assess & Reduce AI Risk: Identify bias, privacy issues, and security risks using tools like AI Fairness 360 and Explainability 360.
Apply Global AI Standards: Understand global regulations, governance frameworks, and compliance requirements for AI systems.
Evaluate Real-World AI Systems: Use industry tools to audit models, interpret decisions.

要了解的详细信息

可分享的证书

添加到您的领英档案

了解顶级公司的员工如何掌握热门技能

了解关于 Coursera for Business 的更多信息

Petrobras, TATA, Danone, Capgemini, P&G 和 L'Oreal 的徽标

该课程共有9个模块

AI+ Ethics™ is a focused, one-day program designed to equip professionals with the knowledge and frameworks needed to evaluate, guide, and govern ethical AI use within organisations. As AI systems scale, leaders must navigate challenges around bias, fairness, privacy, transparency, security, and global regulatory requirements. This course provides a practical foundation to assess risks, strengthen governance, and ensure AI systems operate responsibly and in alignment with organisational values.

Learners explore real-world case studies, ethical decision-making models, and global standards to understand how ethical failures occur—and how to prevent them. The program features hands-on exposure to leading tools such as IBM AI Fairness 360, IBM AI Explainability 360, AI4People Frameworks, and the European Commission’s AI Ethics Guidelines, helping participants analyse model behaviour, identify bias, and strengthen oversight. Whether you work in compliance, technology, risk, policy, academia, or leadership, this certification builds the confidence and capability to shape trustworthy AI practices across industries.

This module introduces the overall certification structure and explains how the learning experience is organized throughout the course. To support different learning preferences, the content is offered in multiple formats, including Videos, eBooks, Audiobooks, and Podcasts. Each format covers the same key concepts, giving you the flexibility to learn in the way that works best for you. You can choose any format based on your preferred learning style and move through the course at your own pace.

涵盖的内容

15个视频2篇阅读材料1个作业1个插件

15个视频总计177分钟

Navigation Video2分钟
Course Introduction5分钟
Audiobook: Course Introduction 8分钟
Audiobook: Module 1: Overview of AI Ethics and Societal Impact87分钟
Podcast: Module 1: Overview of AI Ethics and Societal Impact34分钟
1.1 Overview of Ethical Considerations in AI4分钟
1.2 Societal Impact of AI Technologies 4分钟
1.3 Ethics and Privacy in the Age of AI3分钟
1.4 The Impact of AI on Social Interaction and Lifestyle Transformations4分钟
1.5 AI in Healthcare5分钟
1.6 AI in Education5分钟
1.7 AI and the Environment4分钟
1.8 Framework Establishment and Stakeholder Involvement4分钟
1.9 Assessment Process and Methodologies4分钟
1.10 Reporting, Recommendations, and Continuous Monitoring3分钟

2篇阅读材料总计20分钟

Hands On 110分钟
Hands On 210分钟

1个作业总计30分钟

Quiz 130分钟

1个插件总计15分钟

eBook: Module 1: Overview of AI Ethics and Societal Impact15分钟

涵盖的内容

8个视频3篇阅读材料1个作业1个插件

8个视频总计137分钟

AudioBook: Module 2: Bias and Fairness in AI74分钟
Podcast: Module 2: Bias and Fairness in AI39分钟
2.1 Exploration of Biases in Data and Algorithms5分钟
2.2 Navigating Ethics: Data Collection Practices and Algorithmic Bias4分钟
2.3 Developing Diverse Data Sets and Promoting Transparency4分钟
2.4 Conducting Regular Auditing4分钟
2.5 Adhere to Ethical AI Frameworks4分钟
2.6 The Role of Stakeholders4分钟

3篇阅读材料总计30分钟

Hands On 110分钟
Hands On 210分钟
Hands On 310分钟

1个作业总计30分钟

Quiz 230分钟

1个插件总计15分钟

eBook: Module 2: Bias and Fairness in AI15分钟

涵盖的内容

11个视频1篇阅读材料1个作业1个插件

11个视频总计170分钟

AudioBook: Module 3: Transparency and Explainable AI77分钟
Podcast: Module 3: Transparency and Explainable AI51分钟
3.1 Importance and Pillars of Transparent AI Systems4分钟
3.2 Key Techniques: Simplified Visualizations5分钟
3.3 Key Techniques: Use Case Examples5分钟
3.4 Key Techniques: Layered Explanations5分钟
3.5 Key Techniques: Interactive Demonstrations3分钟
3.6 Key Techniques: Tailored Communication4分钟
3.7 AI Ethics Simulator and Fairness in Machine Learning4分钟
3.8 Privacy-Preserving AI Models and AI for Social Good5分钟
3.9 Explainable AI5分钟

1篇阅读材料总计10分钟

Hands On 110分钟

1个作业总计30分钟

Quiz 330分钟

1个插件总计15分钟

eBook: Module 3: Transparency and Explainable AI15分钟

涵盖的内容

11个视频1篇阅读材料1个作业1个插件

11个视频总计143分钟

AudioBook: Module 4: Privacy and Security Issues in AI59分钟
Podcast: Module 4: Privacy and Security Issues in AI47分钟
4.1 Data Collection and Consent4分钟
4.2 Surveillance and Monitoring5分钟
4.3 Data Security and Breaches4分钟
4.4 Real-life Examples of Data Breaches in AI5分钟
4.5 Algorithmic Transparency and Accountability3分钟
4.6 Strategies for Securing AI Systems and Data4分钟
4.7 Robust Encryption, Access Control, and Security Audits for Compliance4分钟
4.8 Advanced Threat Detection and Ethical AI Development4分钟
4.9 Continuous Education and Training4分钟

1篇阅读材料总计10分钟

Hands On 110分钟

1个作业总计30分钟

Quiz 430分钟

1个插件总计15分钟

eBook: Module 4: Privacy and Security Issues in AI15分钟

涵盖的内容

10个视频1篇阅读材料1个作业1个插件

10个视频总计151分钟

AudioBook: Module 5: Accountability and Responsibility72分钟
Podcast: Module 5: Accountability and Responsibility47分钟
5.1 Transparency5分钟
5.2 Compliance with Legal and Ethical Standards4分钟
5.3 Auditability and Reporting5分钟
5.4 Ethical AI Development4分钟
5.5 Data Privacy and Protection4分钟
5.6 Transparency and Explainability3分钟
5.7 Continuous Learning and Improvement5分钟
5.8 Stakeholder Engagement and Ethical Practices3分钟

1篇阅读材料总计10分钟

Hands On 110分钟

1个作业总计30分钟

Quiz 530分钟

1个插件总计15分钟

eBook: Module 5: Accountability and Responsibility15分钟

涵盖的内容

9个视频1篇阅读材料1个作业1个插件

9个视频总计144分钟

Audiobook: Module 6: Legal and Regulatory Issues62分钟
Podcast: Module 6: Legal and Regulatory Issues45分钟
6.1 AI Legal Frameworks: EU and US5分钟
6.2 AI Legal Frameworks: UK and China5分钟
6.3 AI Ethics, Privacy, and Intellectual Property5分钟
6.4 AI Governance, Surveillance, and Autonomy5分钟
6.5 AI in Society: Workforce, Standards, and Impact6分钟
6.6 AI Platforms for Compliance: IBM Watson, Google AI, and Salesforce5分钟
6.7 Frameworks for Responsible AI: PwC Toolkit and FICO Workbench5分钟

1篇阅读材料总计10分钟

Hands On 110分钟

1个作业总计30分钟

Quiz 630分钟

1个插件总计15分钟

eBook: Module 6: Legal and Regulatory Issues15分钟

涵盖的内容

12个视频1篇阅读材料1个作业1个插件

12个视频总计142分钟

AudioBook: Module 7: Ethical Decision Making Frameworks57分钟
Podcast: Module 7: Ethical Decision Making Frameworks45分钟
7.1 IEEE's Ethically Aligned Design and Asilomar AI Principles5分钟
7.2 EU Guidelines for Trustworthy AI and Google’s AI Principles4分钟
7.3 IBM Watson Health4分钟
7.4 Microsoft’s AI for Accessibility4分钟
7.5 DeepMind’s AI for Energy4分钟
7.6 Autonomous Vehicles (Waymo, Tesla)3分钟
7.7 Facial Recognition (IBM, Amazon)4分钟
7.8 Google’s Project Maven Withdrawal4分钟
7.9 Open AI Gym and Moral Machine by MIT4分钟
7.10 NetLogo , Shadow Health, and The Ethics Game4分钟

1篇阅读材料总计10分钟

Hands On 110分钟

1个作业总计30分钟

Quiz 730分钟

1个插件总计15分钟

eBooks: Module 7: Ethical Decision Making Frameworks15分钟

涵盖的内容

9个视频1个作业1个插件

9个视频总计135分钟

AudioBook: Module 8: AI Governance and Best Practices62分钟
Podcast: Module 8: AI Governance and Best Practices36分钟
8.1 Principles of International AI Governance6分钟
8.2 Functions of International AI Governance5分钟
8.3 Executive Commitment, Dedicated Ethics Teams, and Ethics Framework6分钟
8.4 Ethics by Design, Regular Training, and Transparency and Explainability6分钟
8.5 Google’s AI Principles (2018) and EU’s GDPR6分钟
8.6 Facial Recognition Bans (Various Cities), AI Ethics Board Disbandment (Facebook)5分钟
8.7 Singapore’s Model AI Governance Framework (2019)4分钟

1个作业总计30分钟

Quiz 830分钟

1个插件总计15分钟

eBook: Module 8: AI Governance and Best Practices15分钟

涵盖的内容

12个视频1个作业1个插件

12个视频总计161分钟

AudioBook: Module 9: Global AI Ethics Standards60分钟
Podcast: Module 9: Global AI Ethics Standards63分钟
9.1 Introduction to Global AI Ethics Standards 4分钟
9.2 Explore Standards: IEEE’s Ethically Aligned Design3分钟
9.3 Overview of Comparative AI Ethics Standards3分钟
9.4 AI Ethics Standards: USA vs. Europe4分钟
9.5 AI Ethics Standards: China vs. Africa4分钟
9.6 AI Fairness 360 (AIF360)  and Model Cards  4分钟
9.7 TensorFlow Privacy  and OpenAI Gym  4分钟
9.8 ISO/IEC JTC 1/SC 42  and Partnership on AI  4分钟
9.9 EU AI Act & Ethics Guidelines4分钟
Course Summary5分钟

1个作业总计30分钟

Quiz 930分钟

1个插件总计15分钟

eBook: Module 9: Global AI Ethics Standards15分钟

位教师

AI CERTs Team

AI CERTs

58 门课程39,144 名学生

提供方

AI CERTs

从 Machine Learning 浏览更多内容

Fractal Analytics
Responsible AI - Principles and Ethical Considerations
课程
Johns Hopkins University
Trustworthy AI: Managing Bias, Ethics, and Accountability
课程
Alex Genadinik
AI Ethics
课程
Coursera
Responsible AI: Transparency & Ethics
课程

人们为什么选择 Coursera 来帮助自己实现职业发展

Felipe M.

自 2018开始学习的学生

''能够按照自己的速度和节奏学习课程是一次很棒的经历。只要符合自己的时间表和心情，我就可以学习。'

Jennifer J.

自 2020开始学习的学生

''我直接将从课程中学到的概念和技能应用到一个令人兴奋的新工作项目中。'

Larry W.

自 2021开始学习的学生

''如果我的大学不提供我需要的主题课程，Coursera 便是最好的去处之一。'

Chaitanya A.

''学习不仅仅是在工作中做的更好：它远不止于此。Coursera 让我无限制地学习。'

常见问题

No. The course is designed for professionals from any discipline. You’ll learn ethical concepts and tools without coding requirements.

Yes. You’ll work with leading frameworks like AI Fairness 360, AI Explainability 360, andAI4People, and global governance standards.

Highly practical. You’ll analyze real-world case studies, assess ethical risks, and apply governance frameworks used by modern organizations.

To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.

Responsible AI Principles

Responsible AI Principles

您将学到什么

您将获得的技能

要了解的详细信息

了解顶级公司的员工如何掌握热门技能

该课程共有9个模块

Module 1: Overview of AI Ethics and Societal Impact

涵盖的内容

Module 2: Bias and Fairness in AI

涵盖的内容

Module 3: Transparency and Explainable AI

涵盖的内容

Module 4: Privacy and Security Issues in AI

涵盖的内容

Module 5: Accountability and Responsibility

涵盖的内容

Module 6: Legal and Regulatory Issues

涵盖的内容

Module 7: Ethical Decision Making Frameworks

涵盖的内容

Module 8: AI Governance and Best Practices

涵盖的内容

Module 9: Global AI Ethics Standards

涵盖的内容

位教师

提供方

从 Machine Learning 浏览更多内容

Responsible AI - Principles and Ethical Considerations

Trustworthy AI: Managing Bias, Ethics, and Accountability

AI Ethics

Responsible AI: Transparency & Ethics

人们为什么选择 Coursera 来帮助自己实现职业发展

Felipe M.

Jennifer J.

Larry W.

Chaitanya A.

Save on skills that make you shine with 40% off 3 months of Coursera Plus

推动业务发展，增强团队能力

常见问题

1. Do I need a technical background to study AI ethics?

2. Will I learn to use real AI ethics tools?

3. How practical is this certification?

更多问题