AI Alignment Chapter: https://www.rimas.org.sg/ai-alignment RIMAS, the Risk and Insurance Management Association of Singapore is a non-profit organization founded in 1988 and dedicated to advancing the discipline and practice of risk management. RIMAS members, alongside industry and academic partners, guide research on aligning AI systems with business goals, regulatory standards, and societal needs, ensuring ethical and responsible AI deployment.Research areas include:- AI alignment with organizational KPIs & compliance requirements,- AI risk management frameworks,- Comprehensive Risk assessments for ML/AI and GenAI models,- Ethical and Responsible AI practices,- AI safety, security, and accountability,- Legal governance and compliance for AI systems (AI Governance),- Trustworthy AI in regulated sectors,- Addressing fairness, bias, and societal impacts of AI in high-risk areas,- Alignment of AI with international regulatory standards,- Accountability and transparency in AI system decision-making,This chapter focuses on advancing Responsible AI and AI Risk Management to better understand the risks, ethical considerations, and safety measures essential to AI technologies. Through detailed risk assessments, RIMAS members will create practical frameworks to help organizations manage AI risks, ensuring these systems are safe, ethical, and aligned with business goals and societal needs.The chapter’s work will produce valuable resources—such as frameworks, articles, whitepapers, and guidelines—designed to promote best practices for industries that develop, deploy, and rely on safe AI.

Guest Lecturer at Singapore University of Social Sciences (SUSS) for the course: AIB502 - Ethics of AI.

Research on Machine Translation and Natural Language Processing.

working in medical image processing.

Multiple ML projects.

Developed analytics dashboard for energy readings from solar panelsand installed hardware with energy meters to raspberry to automate the process