Program Overview

Programmes for Individuals

The university offers a 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • Advanced Professional Certificate
    • Digital Design and Development
  • Professional Certificates
    • Digital Product Management
    • User Experience Design
    • User Interface and Interaction Design
• Workflow Automation
  • Professional Certificate
    • Robotic Process Automation
  • Short Course
    • Robotic Process Automation Begins with Me (Power Automate Desktop)

Professional Certificate in Machine Learning Operations

Programme Structure

The programme consists of two courses:

• Machine Learning Solution Design
• Production, Deployment and Sustainment of Machine Learning Solutions

Programme Overview

The Professional Certificate in Machine Learning Operations (MLOps) programme empowers learners with essential competencies crucial for navigating the dynamic landscape of deploying and maintaining Machine Learning (ML) models in production. Through the comprehensive courses, learners gain a profound understanding of MLOps as a vital framework aimed at ensuring the reliable and efficient deployment of ML models.

Programme Objectives

This Professional Certificate will equip learners with the following competencies:

• Understand Machine Learning Operations (MLOps) as a set of practices that aims to deploy and maintain Machine Learning (ML) models in production reliably and efficiently.
• Understand Machine Learning models are tested and developed in isolated experimental systems.
• Understand the MLOps steps in the ML pipeline to automate the execution of the pipeline for continuous training (CT) of the models.
• Learn how to iteratively and continuously cater to changing business needs, as the Continuous Integration / Continuous Delivery (CI/CD) practices are adopted to create and implement new model pipelines.

Job Role Readiness

This Professional Certificate will prepare learners in the following job roles to perform their responsibilities more effectively:

• Data Engineers
• Data Analysts
• Software Engineers
• Professionals involved in Machine Learning lifecycle management

Prerequisites

• At least a polytechnic diploma
• Basic Python programming knowledge

Programme Fees

The programme fees are as follows:

• Singapore Citizens: S$3,717.00 (39 years old or younger), S$2,457.00 (40 years old or older)
• Singapore PRs: S$3,717.00 (39 years old or younger), S$2,457.00 (40 years old or older)
• Enhanced Training Support for SMEs: S$3,717.00 (39 years old or younger), S$2,457.00 (40 years old or older)
• International Participants: S$6,867.00

Instructors

The programme is taught by experienced instructors, including:

• A/Prof Danny Poo
• Dr Ganesh Neelakanta Iyer
• Dr Ai Xin

Other Information

The programme is offered by NUS Computing Executive Education, and more information can be found on their website.