An Introduction to Responsible AI for SMEs

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An Introduction to Responsible AI for SMEs

位教师：Shannon Vallor

包含在中

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6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

1 周完成

在 10 小时一周

灵活的计划

自行安排学习进度

6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

1 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

Demonstrate an understanding of the concept of Responsible AI, and basic principles and best practices for Responsible AI innovation.
Demonstrate an understanding of the potential benefit, risks and limits of different AI tools, methods and approaches.
Ask the right questions when seeking to use a proprietary or open-source AI system. Be aware of hidden issues and harms that can occur with such use.

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

该课程共有6个模块

The course is intended to equip Small-Medium Enterprises (SMEs) and micros with a basic

understanding of responsible AI innovation. Having completed the course, learners will understand the potential benefits, risks and limits of different AI tools, methods and approaches, be able to demonstrate an awareness of the relevant policy and regulations relevant to AI adoption, and use and know the right questions to ask when seeking to use a proprietary or open-source AI system for the first time. The course will include exposure to general principles and best practices for responsible AI use, and widely available tools and resources to support organisations in Responsible AI practice. Moreover, the course will include voices from the sector to illustrate practical examples of where AI has been used responsibly, why responsible engagement with AI is necessary, and how to avoid pitfalls and harms that commonly occur when using an AI system. (Course Image by Alan Warburton / © BBC / Better Images of AI / Plant / CC-BY 4.0)

What is ‘AI’, and what do we mean by ‘Responsible AI’? Why is Responsible AI important for SMEs (small and medium-sized enterprises), and what benefits can it offer for your business?

涵盖的内容

3个视频8篇阅读材料1个作业4个讨论话题

3个视频总计18分钟

Responsible AI for SMEs: What Does it Offer? 5分钟
Responsible AI for SMEs: Understanding the Basics 10分钟
Expert Voices: How SMEs Can Benefit from Responsible AI 4分钟

8篇阅读材料总计69分钟

Course Introduction 2分钟
Meet the Team 1分钟
Course Overview 10分钟
Responsible AI for SMEs: Setting the Scene 10分钟
An AI Primer: Key Terms and Concepts 15分钟
Types of AI: What SMEs Need to Know 15分钟
FAQ: The AI Questions SMEs Should Be Asking 15分钟
Upgrade to Continue Your Journey! 1分钟

1个作业总计20分钟

Week 1 - Knowledge Check 20分钟

4个讨论话题总计50分钟

Introduce Yourself 0分钟
How Have You Interacted with AI? 15分钟
Narrow AI 15分钟
Reflective Activity: 5 Questions for Participants 20分钟

How are regulation, ethics, and governance driving business needs for Responsible AI approaches? What are the basic principles of a Responsible AI approach, and how can those be applied in the SME context?

涵盖的内容

4个视频6篇阅读材料2个作业4个讨论话题

4个视频总计31分钟

Expert Voices: Responsible AI and Regulatory Readiness 5分钟
A Founder Perspective: How to Get the Benefits of AI for Humans (Video) 9分钟
A Founder Perspective: Building a Responsible AI Roadmap (Video) 6分钟
Industry Voices: SME Perspectives on Using AI Responsibly - Video 11分钟

6篇阅读材料总计53分钟

Overview of the OECD AI Principles 10分钟
A Founder Perspective: How to Get the Benefits of AI for Humans 1分钟
Feedback: Reasoning about Risk with the AI Principles 20分钟
A Founder Perspective: Building a Responsible AI Roadmap 1分钟
Getting Started: Your Responsible AI Roadmap and the AI Principles 20分钟
Industry Voices: SME Perspectives on Using AI Responsibly 1分钟

2个作业总计30分钟

Practice: Using the AI Principles to Assess Use Cases 10分钟
Week 2 - Knowledge Check 20分钟

4个讨论话题总计50分钟

Which OECD AI Principles Apply? 10分钟
Reflective Activity: Identifying your Business Values 10分钟
Reflective Activity: Identifying your Stakeholders 15分钟
Reflective Activity: Assessing Stakeholder Interests 15分钟

Focus on the ways that AI can advance your business goals, as well as the risks it can pose, with an eye to how a Responsible AI approach can help you make the right decisions as you weigh these benefits and risks for your business and those you serve.

涵盖的内容

3个视频3篇阅读材料2个作业4个讨论话题

3个视频总计29分钟

Expert Voices: Understanding AI’s Benefits and Limitations 6分钟
Industry Voices: How to Responsibly Manage AI Risks and Benefits 14分钟
Industry Voices: Responsible AI Advice for SMEs, from SMEs 10分钟

3篇阅读材料总计35分钟

Your Responsible AI Roadmap: Next Steps 15分钟
AI’s Risks and Benefits: 4 Factors to Consider 10分钟
Feedback: Assessing and Ranking AI Risks 10分钟

2个作业总计12分钟

AI Limitations: A Practice Question 2分钟
Week 3 - Knowledge Check 10分钟

4个讨论话题总计80分钟

A Practice Scenario, Part 1: Evaluating AI Use Cases 25分钟
A Practice Scenario, Part 2: Assessing AI Benefits and Risks 20分钟
Reflective Activity - When Does it Make Sense to Use AI? 20分钟
Reflective Activity - What Have You Learned So Far? 15分钟

We will look at the practical elements that allow you to implement a Responsible AI by Design approach, the tools and resources that can help, and how this approach can help your business tackle AI’s ethical challenges and tradeoffs more effectively.

涵盖的内容

3个视频5篇阅读材料2个作业1个讨论话题

3个视频总计28分钟

Responsible AI by Design 8分钟
Responsible AI Tools and Resources 9分钟
Industry Voices: How to Manage AI’s Ethical Tradeoffs 11分钟

5篇阅读材料总计70分钟

Responsible AI by Design 5分钟
Deep Dive: Fairness Issues in Machine Learning 15分钟
Using the Responsible AI Roadmap to Assess Fairness Challenges 20分钟
What Problem are You Trying to Solve with AI? 10分钟
Homework – A Responsible AI Readiness and Action Plan 20分钟

2个作业总计40分钟

Responsible AI by Design: Quiz 20分钟
Responsible AI Tools and Resources: Quiz 20分钟

1个讨论话题总计25分钟

Reflective Activity: Recap and Reflections on Responsible AI Readiness in Your Sector 25分钟

We will review the prior weeks’ learning, hear from a panel of Responsible AI leaders what they think the future of AI holds for SMEs, and put all of this to work to develop a concrete Responsible AI strategy for your business.

涵盖的内容

3个视频5篇阅读材料1个作业1个讨论话题

3个视频总计45分钟

Expert Voices: How Responsible AI Can Drive Innovation 6分钟
A Conversation with the Experts: Where to Start Your Responsible AI Journey as an SME 22分钟
A Conversation with the Experts: Responsible AI Advice and Resources for SMEs 17分钟

5篇阅读材料总计72分钟

Integration: An overview of previous weeks' learning 15分钟
Integration: An overview of previous weeks' learning - Continued 15分钟
Homework Activity: Building a Responsible AI by Design Strategy 25分钟
Further Resources 15分钟
Course Summary 2分钟

1个作业总计45分钟

Graded Final Assessment 45分钟

1个讨论话题总计15分钟

Reflective Activity: What Will You Do with this Knowledge? 15分钟

涵盖的内容

1篇阅读材料

位教师

Shannon Vallor

The University of Edinburgh

1 门课程 11 名学生

Professor Ewa Luger

The University of Edinburgh

2 门课程 4,019 名学生

提供方

The University of Edinburgh

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