---
title: "AI Learning Resources, Vibe Coding & Funding Guides | UCC"
description: "AI learning resources from UCC Workforce Learning: practical guides on vibe coding, generative AI, SkillsFuture funding and employee training."
url: https://workforcelearning.unitedceres.edu.sg/resources/
---

LEARNING RESOURCES

# AI learning resources:  
practical guides.

Explore clear explanations, practical workflows, funding information and training decisions related to AI and the changing workplace.

[

![](https://workforcelearning.unitedceres.edu.sg/covers/ai-learning-pathway.png)

AI for users ↗

## From AI User to AI Governance: A Learning Pathway

Find your starting layer on the path from AI user to AI governance.

UCC Workforce Learning8 min read ](https://workforcelearning.unitedceres.edu.sg/resources/ai-learning-pathway/)[

![](https://workforcelearning.unitedceres.edu.sg/covers/ai-glossary.png)

AI for users ↗

## AI Glossary: Plain-English Definitions of Common AI Terms

Plain-English definitions of the AI terms you meet at work.

UCC Workforce Learning3 min read ](https://workforcelearning.unitedceres.edu.sg/resources/ai-glossary/)[

![](https://workforcelearning.unitedceres.edu.sg/covers/ai-risk-assessment-guide.png)

AI governance ↗

## AI Risk Assessment: A Step-by-Step Guide

Assess AI risks step by step, with a risk register you can copy.

UCC Workforce Learning7 min read ](https://workforcelearning.unitedceres.edu.sg/resources/ai-risk-assessment-guide/)[

![](https://workforcelearning.unitedceres.edu.sg/covers/ai-workflow-automation-n8n-zapier-make.png)

AI for builders ↗

## AI Workflow Automation: n8n, Zapier and Make Compared

How n8n, Zapier and Make describe workflows, AI steps and MCP support.

UCC Workforce Learning6 min read ](https://workforcelearning.unitedceres.edu.sg/resources/ai-workflow-automation-n8n-zapier-make/)[

![](https://workforcelearning.unitedceres.edu.sg/covers/build-buy-or-partner-ai.png)

AI for leaders ↗

## Build, Buy or Partner: Choosing Your AI Approach

Choose between building, buying or partnering for each AI use case.

UCC Workforce Learning6 min read ](https://workforcelearning.unitedceres.edu.sg/resources/build-buy-or-partner-ai/)[

![](https://workforcelearning.unitedceres.edu.sg/covers/building-an-ai-ready-team.png)

AI for leaders ↗

## Building an AI-Ready Team: Roles, Skills and Training

The roles, skills and training that make a team ready for AI.

UCC Workforce Learning7 min read ](https://workforcelearning.unitedceres.edu.sg/resources/building-an-ai-ready-team/)[

![](https://workforcelearning.unitedceres.edu.sg/covers/embeddings-and-vector-databases.png)

AI for builders ↗

## Embeddings and Vector Databases Explained Simply

How AI tools turn text into numbers so they can search by meaning.

UCC Workforce Learning7 min read ](https://workforcelearning.unitedceres.edu.sg/resources/embeddings-and-vector-databases/)[

![](https://workforcelearning.unitedceres.edu.sg/covers/find-ai-use-cases.png)

AI for leaders ↗

## How to Find the Right AI Use Cases in Your Business

Find AI use cases by starting from real work and weighing value against risk.

UCC Workforce Learning7 min read ](https://workforcelearning.unitedceres.edu.sg/resources/find-ai-use-cases/)[

![](https://workforcelearning.unitedceres.edu.sg/covers/how-to-write-an-ai-use-policy.png)

AI governance ↗

## How to Write an AI Use Policy for Your Organisation (With Template)

Write a clear AI use policy for staff, with a template to adapt.

UCC Workforce Learning7 min read ](https://workforcelearning.unitedceres.edu.sg/resources/how-to-write-an-ai-use-policy/)[

![](https://workforcelearning.unitedceres.edu.sg/covers/leading-change-ai-workplace.png)

AI for leaders ↗

## Leading Change When AI Arrives in the Workplace

How managers can lead people through the change AI brings to work.

UCC Workforce Learning7 min read ](https://workforcelearning.unitedceres.edu.sg/resources/leading-change-ai-workplace/)[

![](https://workforcelearning.unitedceres.edu.sg/covers/measuring-ai-roi.png)

AI for leaders ↗

## Measuring AI Return on Investment Without Guesswork

How to measure AI return on investment from a baseline, not a guess.

UCC Workforce Learning8 min read ](https://workforcelearning.unitedceres.edu.sg/resources/measuring-ai-roi/)[

![](https://workforcelearning.unitedceres.edu.sg/covers/prompting-patterns-office-work.png)

AI for users ↗

## Prompting Basics: 10 Patterns for Everyday Office Work

Ten prompt patterns that make AI help with office work clearer.

UCC Workforce Learning8 min read ](https://workforcelearning.unitedceres.edu.sg/resources/prompting-patterns-office-work/)

START HERE

## Ready for guided practice?

Explore the approved GenAI Builder Sprint or ask about a course that matches your learning goals.

[Apply now](https://workforcelearning.unitedceres.edu.sg/contact/?intent=apply&course=TGS-2026066909)[See course details ](https://workforcelearning.unitedceres.edu.sg/courses/genai-builder-sprint/)[Have a question? Enquire ](https://workforcelearning.unitedceres.edu.sg/contact/?course=TGS-2026066909)

![Goldie, the UCC mascot](https://workforcelearning.unitedceres.edu.sg/assets/goldie.webp)