By the end of this course, learners will be able to:

• Convert a raw idea into a validated, researched concept and define a clear Product Requirements Document (PRD).
• Leverage Generative AI and Vibe Coding to generate production-ready code for a functional web application.
• Complete and deploy a shareable web application “live” online.
• Debug and effectively iterate on AI-generated solutions when challenges arise.
• Understand the mechanics and application of Retrieval-Augmented Generation (RAG) for overcoming LLM knowledge limitations

AI Foundations and Tools

• AI/LLM Foundations: Traditional vs. Generative AI and the core mechanism of LLMs
• Understanding Limitations: Knowledge gaps, bias, and “hallucinations”.
• Working with AI: General guidelines on treating the LLM and prompt engineering
• Hands-on: Exploring AI Tools and Features (Web Search, Image Generation, Canvas, and Collaboration)

Introduction to Vibe Coding and Web App Architecture

• Introduction to Vibe Coding: The philosophy, benefits, and the different levels of AI-assisted coding
• Web Development Fundamentals: Differentiating static websites and dynamic web apps, and the roles of HTML, CSS, and JavaScript
• Vibe App Front-End – Creating an interactive AI web app using the AI platform
• Working with APIs: Understanding Application Programming Interfaces, API Keys, Secrets
• Vibe App Front-End + Back-End – Making an App Wrapper with a custom personality
• Data Persistence: Why Databases are essential and the four fundamental CRUD operations
• Vibe App Database-Driven App – Building a collaborative application with an online database and authentication

Concept to Product: Product Definition, Research, and Validation

• The Product Development Cycle: A simplified roadmap from Discovery to Launch
• Idea Validation: Brainstorming, problem deep dives, and using advanced AI models to explore and validate concepts
• Definition: Crafting a Product Requirements Document (PRD) and validation with AI
• Prototyping: UI/UX design principles, creating wireframes and mockups to guide the creator
• Building: Combining all assets (PRD, wireframes, specs) into a final detailed prompt for your AI creator, with practical debugging tips

Other Concepts & Preservation

• Production readiness check and key requirements for a web app site
• Retrieval-Augmented Generation (RAG): A hybrid AI approach to overcome LLM limitations by retrieving and augmenting context from proprietary data
• Optional: Saving and options for migrating your project

Hands-on: Vibe coded web app for your solution

Session Wrap-up and Q&A

There will be hands-on practices, activities, demonstration for various topics so that you can apply what is being taught.

A combination of lectures, case examples, videos and hands-on exercises will be used to engage participants to understand, learn and acquire practical skills about the various topics.

The trainer will explain on the topic and then guide you through with step-by-step practice or demonstrate on the topic.

• Designers and Product Managers who want to accelerate their workflow by rapidly prototyping and validating ideas.
• Business professionals and aspiring entrepreneurs with app ideas who want to build and deploy functional web applications quickly.
• Programmers seeking to leverage AI as a team of tireless coding assistants, allowing them to focus on architecture, strategy, and orchestration.
• Learners interested in using AI for rapid application development, prototyping, and creating viable business solutions.
• Both technical and non-technical professionals looking to harness AI-powered development tools.

• No prior programming or technical experience is required.
• Please bring a laptop or MacBook with access to Wi-Fi (hotel Wi-Fi or a personal mobile hotspot).
• Participants should have a personal email address or Google account to create and deploy AI-powered web applications during the hands-on exercises.

“Swee Chye was highly effective in demonstrating how AI can accelerate the creation of real-world applications. I discovered many useful AI tools and gained practical experience in using them to build solutions quickly. The course was extremely hands-on and engaging.”

“The various AI platforms introduced during the course were eye-opening. I learned how different tools can be combined to create functional applications and automate tasks. The skills taught can be readily applied to improve productivity at work. Swee Chye explained the concepts clearly and effectively.”

“The course provided excellent exposure to the latest AI tools and application-building platforms. It was insightful, practical, and well-structured.”

“I was amazed by how easy it is to create sophisticated applications using Vibe Coding. The ability to transform an idea into a functional web application with AI assistance was a game changer. Swee Chye was patient, knowledgeable, and attentive to every question throughout the course.”

Ang Swee Chye – Certified Technology Trainer, Facilitator and Consultant

Mr. Ang holds an Honours Degree in Electrical and Electronics Engineering and has a strong passion for ICT training. Over the years, he has delivered training to numerous organizations and professionals across the globe.

With more than 27 years of ICT experience, Mr. Ang has provided training to government agencies, private institutions, and multinational organizations across five continents. His areas of specialization include Cybersecurity, Internet of Things (IoT), Mobile Development, Data Science, Data Analytics, Artificial Intelligence (AI), Machine Learning (ML), Generative AI, Prompt Engineering, Cloud Computing, and Web Development.

He focuses on delivering data-centric and technology-driven training programs that enable participants to:

• Create, Diagnose, Analyze, and Predict (using Gen AI, Data Science, Data Analytics, IoT, AI & ML)
• Protect Data and Mitigate Risk (through Cybersecurity solutions)
• Automate Systems and Processes (leveraging Programming, Robotics, and Robotic Process Automation – RPA)

Mr. Ang has trained clients from a wide range of industries. His portfolio includes organizations such as GovTech, Temasek Holdings, JP Morgan, GIC, State Courts, DBS, IMDA, Procter & Gamble, Nanyang Technological University, Nanyang Polytechnic, Singapore Polytechnic, Republic Polytechnic, Pavilion Energy, HTX, SPF, and more than 10 Singapore Government ministries. His international clientele includes Hutchison Ports Holdings, Coscon Logistics, DHL, Panasonic, Dow Chemical, Damco, Yang Ming, Top Glove, Mitsui, LG, among many others.

In addition to his role as a corporate trainer, Mr. Ang also provides consultancy services in various ICT areas, including Cybersecurity, Data Analytics, IoT, Robotics, Mobile Application Development, and Web Development.

Certifications

• Microsoft-certified – Microsoft Certified Educator,
• Apple-certified – Apple Professional Learning Specialist & Apple teacher,
• IBM-certified – IBM Data Science Practitioner – Instructor & IBM Enterprise Design Thinking Practitioner,
• Certified EC Council – Computer Hacking Forensic Investigator & Certified Ethical Hacker, CyberSecurity Career Mentor, Prompt Engineering for Developers, and Generative AI
• AWS-certified – AWS Cloud Quest: Cloud Practitioner,
• AI Professionals Fundamental, Data Engineering Foundation, ChatGPT Prompt Engineering for Developers