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Course Details
Topic 1 Introduction to AI Ethics and Explainable AI
- Overview of AI and Generative AI (GAI)
- What is AI Ethics?
- Principles of AI Ethics and Responsible AI
- AI Governance Framework
- AI Ethics Use Cases
Topic 2 Explainable AI Methodologies
- LIME Method
- SHAP Value Method
- Partial Dependence Plots
- Example Based Explanations
- Privacy and Safety
- Bias and Fairness
- Equal Opportunity Analysis
- Demographics Parity Analysis
- Conditional Statistical Parity Analysis
- Equalized Odds Analysis
- Treatment Equality Analysis
Course Info
NA
Job Roles
- AI Research Scientist
- Data Analyst
- Machine Learning Engineer
- AI Technology Consultant
- Business Intelligence Developer
- AI Application Developer
- AI Strategy Manager
- Ethical AI Compliance Officer
- AI Product Manager
- AI Solutions Architect
- Data Governance Specialist
- AI Ethics Advisor
- AI Implementation Specialist
- Robotic Process Automation Engineer
- Natural Language Processing Engineer
- AI System Integrator
- AI Policy Analyst
- AI User Experience Designer
- AI Security Specialist
- Cloud AI Developer
Trainers
Dr Alvin Ang: Dr Alvin Ang is a ACTA certified trainer. Dr. Alvin Ang did his Ph.D., Masters and Bachelors from NTU, Singapore. Previously he was a Principal Consultant (Data Science) as well as an Assistant Professor. He was also 8 years SUSS adjunct lecturer. His focus and interest is in the area of real world data science. Though an operational researcher by study, his passion for practical applications outweigh his academic background. He owns a startup externally.
Dwight Nuwan Fonseka: Dwight Nuwan Fonseka is a ACTA certified trainer. Dwight Nuwan Fonseka have a degree in Biotechnology (from NUS), Advanced diploma in Pharmaceutical management (from MDIS) and Masters in Education (from NTU). He have 8 years experience of teaching biology at O and A levels/ IB level in international schools in Singapore and overseas.
