Professional Certificate in AI and Machine Learning Basics
| Program start date | Application deadline |
| 2026-01-08 | - |
| 2026-05-11 | - |
Program Overview
Programmes for Individuals
The university offers a wide range of programmes for individuals, including Executive & Professional Development, Graduate Certificate in Computing Foundations, Career Switching Programmes, Course Catalogue, and Join Our Mailing List.
Executive & Professional Development
This programme offers various courses and certificates in areas such as:
- Artificial Intelligence and Machine Learning
- Business Analytics & Data Science
- Cloud Computing & Internet of Things
- Cybersecurity & Data Governance
- Digital Business & Technopreneurship
- Digital Health & Nursing Informatics
- Digital / Green Technology & Innovation Management
- Digital Transformation & Change Leadership
- Emerging Technologies – Quantum, 5G
- FinTech & Blockchain
- Interactive Media Development & Metaverse
- Software Engineering & Programming
- UI/UX Design & Digital Product Management
- Workflow Automation
Artificial Intelligence and Machine Learning
This programme includes:
- Advanced Professional Certificates:
- Applied Artificial Intelligence and Machine Learning
- Artificial Intelligence and Machine Learning for Executives and Technopreneurs
- Professional Certificates:
- AI & Machine Learning Basics
- Artificial Intelligence and Machine Learning Foundation for Executives
- Artificial Intelligence for Business
- Applied Machine Learning
- ChatGPT, Advanced Chat Models, and Generative AI
- Enterprise Deployments and Applications for Large Language Models
- Fundamentals of Computer Vision
- Machine Learning for Business
- Machine Learning Operations
- Machine Learning Using Python
- Text Processing
- Short Courses:
- Advanced Deep Learning for Computer Vision
- Advanced Machine Learning: Deep Learning
- Building Trust and Safety with AI Analytics
- Essentials of AI-assisted Coding
Business Analytics & Data Science
This programme includes:
- Advanced Professional Certificates:
- Business Analytics
- Data Engineering
- Professional Certificates:
- Business Analytics
- Data Engineering Foundations
- Data-Driven Business Decisions and FinTech Strategies
- Data Engineering with Cloud
- Database Management
- Data Strategy and Storytelling
- Digital Business Analysis
- Getting Started with Azure Cloud and Data Analytics
- Machine Learning Using Python
- Short Courses:
- Azure Data Lake and Data Streaming
- Azure Data Storage and Data Pipelines
- Data Warehouse and Azure Synapse Analytics
- Python for Data Science
Cloud Computing & Internet of Things
This programme includes:
- Advanced Professional Certificate:
- Internet of Things
- Professional Certificates:
- Basic Electronics and Microcontroller Programming for IoT
- Cloud Computing Foundations
- Cloud Technologies for IoT
- Deep Learning for IoT
- Short Courses:
- Cloud Begins with Me
- Internet of Things Begins with Me
Cybersecurity & Data Governance
This programme includes:
- Advanced Professional Certificate:
- Cybersecurity and Data Governance
- Professional Certificates:
- Cyber Forensics and Malware Analysis
- Cybersecurity and Privacy Engineering
- Cybersecurity Fundamentals and Ethical Hacking
- Governance, Risk & Data Breach Management
- Short Course:
- Cybersecurity Begins With Me
Digital Business & Technopreneurship
This programme includes:
- Advanced Professional Certificate:
- Digital Business
- Professional Certificates:
- Digital Marketing & Customer Insights
- Digital Product Management
- Digital Project Management
- Web and Mobile Application Development
Digital Health & Nursing Informatics
This programme includes:
- Advanced Professional Certificates:
- Digital Health Informatics
- Nursing Informatics
- Professional Certificates:
- Digital Health Informatics and Healthcare Logistics
- Healthcare Analytics and Storytelling
- Healthcare Computational Systems
- Health Information Management
Digital / Green Technology & Innovation Management
This programme includes:
- Professional Certificate:
- Technology-Enabled Service Innovation and Digital Innovation Leadership
- Short Courses:
- Data Technology and Management for IT Professionals
- Green Technology in the Digital Economy for Leaders
Digital Transformation & Change Leadership
This programme includes:
- Advanced Professional Certificate:
- Digital Leadership and Strategy
- Professional Certificates:
- Digital Leadership
- Digital Project Management
- Digital Transformation – Digital Capability and Agility
- Short Courses:
- Digital Transformation in Banking & Financial Institutions
- Leading through the Change – Digital Transformation
Emerging Technologies – Quantum, 5G
This programme includes:
- Professional Certificate:
- Emerging and Disruptive Technologies
- Short Courses:
- Leading 5G Industry Transformation (for Telecom and related Professionals)
- Quantum Computing Fundamentals
- 5G Architecture for Service Innovation
- 5G as a Launchpad of Consumer Service Innovation
- 5G as a Platform for Industry Transformation
FinTech & Blockchain
This programme includes:
- Advanced Professional Certificate:
- Fintech
- Professional Certificates:
- FinTech Associate (Level 1)
- FinTech Developer (Level 2)
- FinTech Senior Developer (Level 3)
- Short Course:
- Blockchain, Digital Currencies, and Distributed Ledgers Starts from Here
Interactive Media Development & Metaverse
This programme includes:
- Advanced Professional Certificate:
- Immersive Technologies and Metaverse
- Professional Certificates:
- Designing Metaverse-ready Immersive Experiences
- Infrastructure of the Metaverse
- Metaverse Business Opportunities
- Short Course:
- Metaverse and Digital Twins
Software Engineering & Programming
This programme includes:
- Advanced Professional Certificate:
- Full Stack Development
- Professional Certificates:
- Backend Development
- Data Structures and Algorithms
- Frontend Development
- Programming using Python and JavaScript
- Programming
- Software Engineering Practices
- Web Application Deployment
- Web and Mobile Application Development
- Short Courses:
- Applied Computing Project
- Client and IT Service Management
UI/UX Design & Digital Product Management
This programme includes:
- Advanced Professional Certificate:
- Digital Design and Development
- Professional Certificates:
- Digital Product Management
- User Experience Design
- User Interface and Interaction Design
Workflow Automation
This programme includes:
- Professional Certificate:
- Robotic Process Automation
- Short Course:
- Robotic Process Automation Begins with Me (Power Automate Desktop)
Graduate Certificate in Computing Foundations
This programme provides a foundation in computing and is designed for individuals who want to pursue a career in the field.
Career Switching Programmes
The university offers Career Conversion Programme and Career Transition Programme to help individuals switch careers.
Course Catalogue
The university provides a comprehensive course catalogue that lists all the available courses and programmes.
Join Our Mailing List
Individuals can join the university's mailing list to stay updated on the latest programmes and courses.
Training Solutions for Organisations
The university offers various training solutions for organisations, including Customised Programmes, Masterclass Series, Mentorship Support Grant, and Senior Management Programmes.
Customised Programmes
The university offers customised programmes that are tailored to meet the specific needs of organisations.
Masterclass Series
The university offers a masterclass series that provides in-depth training on specific topics.
Mentorship Support Grant
The university offers a mentorship support grant to help organisations develop their employees' skills.
Senior Management Programmes
The university offers senior management programmes that are designed to help senior managers develop their leadership skills.
Online Learning
The university offers online learning options, including Webinars and Self-Directed Online Programmes.
Webinars
The university offers webinars on various topics, including AI, ML, and data science.
Self-Directed Online Programmes
The university offers self-directed online programmes that allow individuals to learn at their own pace.
Youth Camps
The university offers youth camps that provide a fun and interactive way for young people to learn about technology and innovation.
Contact Us
For more information about the university's programmes and courses, please contact us.
Professional Certificate in AI and Machine Learning Basics
This programme provides a combination of theory and practice for participants and will articulate the fundamentals of AI and Machine Learning.
Programme Structure
The programme consists of the following courses:
- AI and Machine Learning Begins with Me
- Octave Programming for AI, Machine Learning and Data Analytics
- Applied Artificial Intelligence
- Introduction to Rapidminer
Programme Overview
This programme provides a combination of theory and practice for participants and will articulate the fundamentals of AI and Machine Learning. Participants will also learn how to deploy AI and Machine Learning in real-world business environments.
Programme Objectives
The programme objectives are:
- Articulating AI and Machine Learning definitions, approaches, and applications.
- Understanding AI’s advantages, constraints, and the future.
- Having basic skills in Octave programming to model the simple AI modules.
- Understanding basic AI techniques to handle real-world problems.
- Learning basic skills to use Rapidminer in the machine learning area.
Job Role Readiness
The programme will prepare learners for the following job roles:
- AI and Machine Learning apprentice
- AI and Machine Learning executives
- Business transformers
- Industry transformers
- Business advisors/analysts
Who Should Attend
The programme is designed for individuals who want to learn about AI and Machine Learning, including:
- Almost all the businesses and industries that would like to employ AI and Machine Learning professionals.
- All the businesses and industries that are going to transform their business model into an AI-driven one.
Programme Fees
The programme fees are as follows:
- Singapore Citizens: S$3,245.00 (39 years old or younger), S$2,145.00 (40 years old or older)
- Singapore PRs: S$3,245.00 (39 years old or younger), S$2,145.00 (40 years old or older)
- Enhanced Training Support for SMEs: S$3,245.00 (39 years old or younger), S$2,145.00 (40 years old or older)
- International Participants: S$5,995.00
Instructors
The programme instructors are:
- Dr Amirhassan Monajemi
- Dr Ai Xin
- Dr Sanka Rasnayaka
Funding Available
The programme is eligible for the following funding:
- SkillsFuture Funding
- SkillsFuture Credit
- Enhanced Training Support
- SFEC
- UTAP
- PSEA
