This course will help learners identify and address ethical issues in the design, development, and deployment of AI systems.
Target Audience
Intended for researchers, industry professionals, students and anyone interested in a better understanding of how we can harness the benefits of AI and related technologies, while minimising or mitigating the risks associated with them.
Course Structure
7 comprehensive lessons with interactive quizzes:
Introduction: Ethics, law, and governance
Fairness
Accountability
Transparency, Explainability, and Interpretability
Ethics and Human Centricity
Safety and Security
Privacy and Data Protection
Course Instructors
Simon Chesterman Vice Provost (Educational Innovation) David Marshall Professor Senior Director of AI Governance, AI Singapore Editor, Asian Journal of International Law
Hahn Jungpil Provost’s Chair Professor Vice-Dean, Communications Director, NUS Fintech Lab Deputy Director (AI Governance), AI Singapore Deputy Director, Centre for Technology, Robotics, Artificial Intelligence & the Law
Jennifer Ang Associate Professor S R Nathan School of Human Development, Singapore University of Social Sciences
Wong Yongquan, Benjamin Lecturer, NUS Law Advocate & Solicitor in Singapore
Support
If you encounter any errors or technical issues while taking the quiz, or if you have feedback about the course content, please feel free to reach out at hakim@nus.edu.sg
Free
PREVIEW
INTRODUCTION: ETHICS, LAW AND GOVERNANCE
Welcome
Lesson 1 of 5 within section INTRODUCTION: ETHICS, LAW AND GOVERNANCE.You must enroll in this course to access course content.
1
Definitions & Law
Lesson 2 of 5 within section INTRODUCTION: ETHICS, LAW AND GOVERNANCE.You must enroll in this course to access course content.
2
Ethics
Lesson 3 of 5 within section INTRODUCTION: ETHICS, LAW AND GOVERNANCE.You must enroll in this course to access course content.
2
Governance
Lesson 4 of 5 within section INTRODUCTION: ETHICS, LAW AND GOVERNANCE.You must enroll in this course to access course content.
2
Conclusion
Lesson 5 of 5 within section INTRODUCTION: ETHICS, LAW AND GOVERNANCE.You must enroll in this course to access course content.
1
FAIRNESS
Non-Discrimination
Lesson 1 of 4 within section FAIRNESS.You must enroll in this course to access course content.
1
Equality of Impact
Lesson 2 of 4 within section FAIRNESS.You must enroll in this course to access course content.
1
Inclusiveness by Design
Lesson 3 of 4 within section FAIRNESS.You must enroll in this course to access course content.
1
Conclusion
Lesson 4 of 4 within section FAIRNESS.You must enroll in this course to access course content.
0
ACCOUNTABILITY
Challenges
Lesson 1 of 4 within section ACCOUNTABILITY.You must enroll in this course to access course content.
1
Responsibility
Lesson 2 of 4 within section ACCOUNTABILITY.You must enroll in this course to access course content.
1
Legal Personality For AI?
Lesson 3 of 4 within section ACCOUNTABILITY.You must enroll in this course to access course content.
1
Conclusion
Lesson 4 of 4 within section ACCOUNTABILITY.You must enroll in this course to access course content.
0
TRANSPARENCY, EXPLAINABILITY & INTERPRETABILITY
Welcome & Overview
Lesson 1 of 6 within section TRANSPARENCY, EXPLAINABILITY & INTERPRETABILITY.You must enroll in this course to access course content.
0
The Black Box Problem Revisited
Lesson 2 of 6 within section TRANSPARENCY, EXPLAINABILITY & INTERPRETABILITY.You must enroll in this course to access course content.
0
Transparency
Lesson 3 of 6 within section TRANSPARENCY, EXPLAINABILITY & INTERPRETABILITY.You must enroll in this course to access course content.
0
Explainability
Lesson 4 of 6 within section TRANSPARENCY, EXPLAINABILITY & INTERPRETABILITY.You must enroll in this course to access course content.
0
Interpretability
Lesson 5 of 6 within section TRANSPARENCY, EXPLAINABILITY & INTERPRETABILITY.You must enroll in this course to access course content.
0
Conclusion
Lesson 6 of 6 within section TRANSPARENCY, EXPLAINABILITY & INTERPRETABILITY.You must enroll in this course to access course content.
0
ETHICS AND HUMAN CENTRICITY
Machine Ethics
Lesson 1 of 5 within section ETHICS AND HUMAN CENTRICITY.You must enroll in this course to access course content.
0
Moral Reasoning and AI
Lesson 2 of 5 within section ETHICS AND HUMAN CENTRICITY.You must enroll in this course to access course content.
0
Human Centricity
Lesson 3 of 5 within section ETHICS AND HUMAN CENTRICITY.You must enroll in this course to access course content.
0
Autonomy of Human Agents
Lesson 4 of 5 within section ETHICS AND HUMAN CENTRICITY.You must enroll in this course to access course content.
0
Conclusion
Lesson 5 of 5 within section ETHICS AND HUMAN CENTRICITY.You must enroll in this course to access course content.
0
SECURITY AND SAFETY
Welcome and Overview
Lesson 1 of 11 within section SECURITY AND SAFETY.You must enroll in this course to access course content.
0
Why AI Security & Safety
Lesson 2 of 11 within section SECURITY AND SAFETY.You must enroll in this course to access course content.
0
AI Security – Definition and Overview
Lesson 3 of 11 within section SECURITY AND SAFETY.You must enroll in this course to access course content.
0
AI Security – Data Poisoning Attacks
Lesson 4 of 11 within section SECURITY AND SAFETY.You must enroll in this course to access course content.
0
AI Security – Adversarial Attacks
Lesson 5 of 11 within section SECURITY AND SAFETY.You must enroll in this course to access course content.
0
AI Security – Model Theft
Lesson 6 of 11 within section SECURITY AND SAFETY.You must enroll in this course to access course content.
0
AI Safety – Definition and Overview
Lesson 7 of 11 within section SECURITY AND SAFETY.You must enroll in this course to access course content.
0
AI Safety – AI Bias
Lesson 8 of 11 within section SECURITY AND SAFETY.You must enroll in this course to access course content.
0
AI Safety – AI Reliability
Lesson 9 of 11 within section SECURITY AND SAFETY.You must enroll in this course to access course content.
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AI Safety – The Human Factor
Lesson 10 of 11 within section SECURITY AND SAFETY.You must enroll in this course to access course content.
0
Conclusion
Lesson 11 of 11 within section SECURITY AND SAFETY.You must enroll in this course to access course content.
0
PRIVACY AND DATA PROTECTION
Introduction
Lesson 1 of 14 within section PRIVACY AND DATA PROTECTION.You must enroll in this course to access course content.
0
Privacy Concepts – Introduction
Lesson 2 of 14 within section PRIVACY AND DATA PROTECTION.You must enroll in this course to access course content.
0
Privacy Concepts – Privacy
Lesson 3 of 14 within section PRIVACY AND DATA PROTECTION.You must enroll in this course to access course content.
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Privacy Concepts – Personal Information
Lesson 4 of 14 within section PRIVACY AND DATA PROTECTION.You must enroll in this course to access course content.
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Privacy Concepts – Data Protection
Lesson 5 of 14 within section PRIVACY AND DATA PROTECTION.You must enroll in this course to access course content.
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Privacy Risks – Introduction
Lesson 6 of 14 within section PRIVACY AND DATA PROTECTION.You must enroll in this course to access course content.
0
Privacy Risks – Data Collection
Lesson 7 of 14 within section PRIVACY AND DATA PROTECTION.You must enroll in this course to access course content.
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Privacy Risks – Data Repurposing
Lesson 8 of 14 within section PRIVACY AND DATA PROTECTION.You must enroll in this course to access course content.
0
Privacy Risks – Data Breach
Lesson 9 of 14 within section PRIVACY AND DATA PROTECTION.You must enroll in this course to access course content.
0
Privacy Solutions – Introduction
Lesson 10 of 14 within section PRIVACY AND DATA PROTECTION.You must enroll in this course to access course content.
0
Privacy Solutions – De-Identification
Lesson 11 of 14 within section PRIVACY AND DATA PROTECTION.You must enroll in this course to access course content.
