PROGRAMME OVERVIEW
The Graduate Certificate in Responsible Applied Artificial Intelligence (RAAI) is tailored for professionals integrating AI into their work. It equips learners with both technical expertise and ethical frameworks for responsibly deploying traditional and generative AI.
What You’ll Learn
By the end of this programme, you will be able to:
✅ Understand ethical issues and risks in AI technologies
✅ Apply practical skills to responsibly design and deploy AI systems
✅ Implement techniques to mitigate risks throughout the AI lifecycle
HOW IT WORKS
The RAAI programme comprises four modular courses grouped into two stackable certificates:
🧠 Certificate in AI Ethics & Governance (AIEG)
🌀 Certificate in Responsible Generative AI Governance (RGAIG)
Complete at least 6 Academic Units (AUs) and attain a minimum grade of C+ (2.5 GPA) per course to earn the Graduate Certificate in RAAI. You may also transfer up to 9 AUs toward the Master of Computing in Applied AI (MCAAI).
COURSES AT A GLANCE
Certificate in AI Ethics & Governance (AIEG)
Focuses on AI risks, ethics, and policy frameworks. Equips professionals to govern AI use with confidence and accountability.
| Course Title | AU |
|---|---|
| 🧠 AI Ethics and Governance Fundamentals | 2 AU |
| 🧠 Addressing Issues in AI Ethics and Governance | 3 AU |
Certificate in Responsible Generative AI Governance (RGAIG)
Covers the risks, design challenges, and governance strategies specific to generative AI systems — from prompts to deployment.
| Course Title | AU |
|---|---|
| 🌀 Responsible Generative AI and Applications | 3 AU |
| 🌀 Addressing Issues in Generative AI System Design and Deployment | 2 AU |
Funding & Certification
✔️ All courses are approved for SkillsFuture Singapore (SSG) funding
✔️ Graduate Certificate jointly awarded by NTU and SCS
✔️ Up to 9 AUs may be transferred to the Master of Computing in Applied AI
🚀 Ready to lead in Responsible AI?
Start with either certificate and build your pathway toward the full Graduate Certificate - and beyond.