AI fundamentals
What models do, what they cannot do and how people use them responsibly.
AI LEARNING · SINGAPORE
From AI fundamentals to prompt engineering and application-building, different training options develop different skills.

UNDERSTAND THE OPTIONS
What models do, what they cannot do and how people use them responsibly.
Using existing AI tools in everyday tasks with appropriate verification.
Giving models better instructions, examples and context.
Using AI-assisted tools to create, test and deploy software.
More technical development involving programming, data and model training.
COMPARE LEARNING GOALS
| If you want to… | Look for… | Check carefully |
|---|---|---|
| Understand AI | AI fundamentals and responsible use | Examples, limitations, target audience |
| Use AI for work | Guided workplace exercises | Tools covered and privacy |
| Build an AI application | Model configuration, evaluation, app development | Testing and deployment content |
| Develop models technically | Machine learning, coding and data skills | Mathematical and programming prerequisites |
A SMART CHOICE
ONE VERIFIED UCC COURSE
UCC currently has a verified approved course introducing learners to generative AI principles, model configuration, output evaluation and simple application development.
No prior coding experience is required, but the formal course entry qualification applies. The course is a SkillsFuture Funded Course (funding subject to eligibility) and includes 14 hours of training and assessment.
Explore the GenAI course
QUESTIONS WHEN CHOOSING
Yes. Many foundational and applied generative AI courses do not require prior programming experience. Confirm each course’s exact entry requirements.
No. Prompt engineering focuses on giving models effective instructions. Vibe coding applies AI-assisted tools to developing software. Both can be part of the same workflow.
Some approved AI courses receive government support. Funding depends on the individual course and the learner or employer’s eligibility.
Compare the skills taught, recognition required for your goal, assessment and fees. A non-WSQ course can be suitable and may receive approved support.

KEEP EXPLORING

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View the available GenAI course or ask UCC about its requirements and suitability.
