Singapore: Guidelines on Securing AI Systems

1. 1. INTRODUCTION
2. 1.1. PURPOSE AND SCOPE OF
3. 2. UNDERSTANDING
4. 3. SECURING AI
5. 3.1. TAKE A LIFECYCLE
6. 3.2. START WITH A RISK
7. 3.3. GUIDELINES FOR
8. 1. PLANNING AND DESIGN
9. 1.1. Raise awareness and competency on security risks
10. 1.2. Conduct security risk assessments
11. 2. DEVELOPMENT
12. 2.1. Secure the supply chain
13. 2.2. Consider security benefits and trade-offs when selecting
14. 2.3. Identify, track and protect AI-related assets
15. 2.4. Secure the AI development environment
16. 3. DEPLOYMENT
17. 3.1. Secure the deployment infrastructure and environment of AI
18. 3.2. Establish incident management procedures
19. 3.3. Release AI systems responsibly
20. 4. OPERATIONS AND MAINTENANCE
21. 4.1. Monitor AI system inputs
22. 4.2. Monitor AI system outputs and behaviour
23. 4.3. Adopt a secure-by-design approach to updates and
24. 4.4. Establish a vulnerability disclosure process
25. 5. END OF LIFE
26. 5.1. Ensure proper data and model disposal
27. ANNEX A

The outline comes from headings detected in the text, so it might miss some or include extras.