Course Information
Tracks: AI Ready For Everyone
Course Instructor
Director of AI Innovation at AI Singapore. Creator of the AIRI Framework and author of AI-First Nation. Over 30 years in technology leadership — built Singapore’s AI Apprenticeship Programme (AIAP), the 100 Experiments (100E) industry adoption programme, and AI For Everyone, reaching 300,000+ professionals. Co-chair of OECD/GPAI’s Innovation and Commercialisation Working Group. Built this platform to help individuals and organisations become AI Ready.
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Mindset
- Welcome and Course Orientation
- The Future of Work: Skills, Not Staff
- What ‘AI Ready’ Looks Like — and How You’ll Prove It
- What AI Actually Is (Not Magic, Not Movies)
- How AI Models Are Trained (The Hokkien Mee Analogy)
- Predicting Numbers: Regression
- Sorting Into Categories: Classification
- Finding Patterns Without Labels: Clustering
- Generative AI: How It Actually Works
- Computer Vision: How Machines See
- Learning How to Learn with AI
- Positioning Your Role for the AI Era
- Delegating Your First Tasks to AI
- Building AI Habits That Stick
- From Consumer to Practitioner (The L2 Shift)
- Innovation Experiments with AI
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Ethics & Responsibility
- AI Has Limitations (Hallucinations, Bias, Errors)
- Responsible AI Use at Work
- Your Data and AI (Privacy, Confidentiality)
- Trust but Verify (Evaluating AI Outputs)
- AI Risk Assessment for Your Tasks
- Ethical Delegation to AI Agents
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Value Creation
- Where AI Fits in Your Work
- Your First AI-Assisted Workflow
- Measuring AI’s Impact (Time Saved, Quality Gained)
- AI-Powered Communication (Write, Edit, Summarise)
- Building Your AI Productivity System
- From Hours Saved to Workflow Transformed
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Data Literacy
- Data Is Everywhere (Documents, Emails, Spreadsheets)
- Good Data vs Bad Data for AI
- Preparing Your Information for AI
- AI-Powered Analysis Without Coding
- Document Synthesis and Data-Driven Decisions
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Tools & Technical Skills
- The AI Tool Landscape (What’s Available Today)
- Prompting as a Professional Skill
- Structured Prompting (Specification Thinking)
- Building Your First AI Skill/Agent (No Code)
- Deep Research for Evidence-Based Decisions
- Creating Visuals and Presentations with AI
- Multi-Step AI Workflows (Delegation Thinking)
- Agentic AI Workflows (2026)
- Advanced Agent Creation (Custom GPTs/Gems/Skills)
- Building Agents with Guardrails
- Evaluating and Choosing the Right AI Tool
- Orchestrating AI in Your Daily Work
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AI Ready Submission
- Your AI Ready Submission
