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    • Artificial Intelligence
      • AI and Machine Learning Begins with Me
      • AI for Sustainability: A Technology Perspective
      • Advanced Deep Learning
      • Applied Artificial Intelligence
      • Applied Machine Learning
      • ChatGPT and its Applications
      • Chat Models and Natural Language Processing
      • Deep Learning Fundamentals
      • Generative Artificial Intelligence
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      • Machine Learning in Python
      • Natural Language Processing Fundamentals
      • Role of Ethics in Artificial Intelligence
    • Cybersecurity
      • AI-Driven Web Defence
      • AI-Enabled Biometrics
      • AI-Enhanced Web Penetration Testing
      • Cyber Forensics Investigation Techniques
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      • Ethical Hacking and System Hardening
      • Introduction to Cybersecurity
      • Malware Forensics and Binary Analysis Techniques
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      • NOSQL Database and MongoDB
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      • Relational Database Design
    • Deep Tech
      • 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
    • Digital Business
      • Professional Certificate in Digital Marketing & Customer Insights
      • Professional Certificate in Digital Product Management
      • Professional Certificate in Digital Project Management
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      • Implementation of Healthcare Digitalization: Healthcare Supply Chain
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      • Leading through the Change – Digital Transformation
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      • Blockchain, Internet-Of-Things, and Ubiquitous AI for Metaverse
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      • Optimizing Customers’ Experience with FinTech Strategy
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      • Building Blocks of the Metaverse
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      • Two Halves of the Metaverse: Physical and Digital Twins
      • Metaverse and Digital Twins
      • User Interface and User Experience Design for the Metaverse
    • Intelligent Automation
      • Advanced Robotic Process Automation
      • Intermediate Robotic Process Automation
      • Robotic Process Automation Begins with Me
      • Robotic Process Automation Begins with Me (Power Automate Desktop)
    • Smart Systems
      • Cloud Begins with Me
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      • Professional Certificate in Basic Electronics and Microcontroller Programming for IoT
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  • Home
  • About Us
    • Vision & Mission
    • Our Team
    • News & Articles
      • News
      • Articles
    • Terms and Conditions
  • For Individuals
    • Artificial Intelligence
      • AI and Machine Learning Begins with Me
      • AI for Sustainability: A Technology Perspective
      • Advanced Deep Learning
      • Applied Artificial Intelligence
      • Applied Machine Learning
      • ChatGPT and its Applications
      • Chat Models and Natural Language Processing
      • Deep Learning Fundamentals
      • Generative Artificial Intelligence
      • Large Language Models in Production
      • Machine Learning in Python
      • Natural Language Processing Fundamentals
      • Role of Ethics in Artificial Intelligence
    • Cybersecurity
      • AI-Driven Web Defence
      • AI-Enabled Biometrics
      • AI-Enhanced Web Penetration Testing
      • Cyber Forensics Investigation Techniques
      • Essentials for AI-Ready Cyber Professionals
      • Ethical Hacking and System Hardening
      • Introduction to Cybersecurity
      • Malware Forensics and Binary Analysis Techniques
      • PDPA Compliance for Executives
    • Data Science
      • Data and Database Systems
      • Data Engineering Fundamentals
      • Database Creation, Manipulation, and Querying with SQL
      • Databases for Data Engineering
      • NOSQL Database and MongoDB
      • Python for Data Engineering
      • Python for Data Science
      • Relational Database Design
    • Deep Tech
      • 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
    • Digital Business
      • Professional Certificate in Digital Marketing & Customer Insights
      • Professional Certificate in Digital Product Management
      • Professional Certificate in Digital Project Management
      • Professional Certificate in Web and Mobile Application Development
    • Digital Health
      • Healthcare Analytics
      • Healthcare Information Systems
      • Health Informatics for Healthcare Professionals
      • Implementation of Healthcare Digitalization: Healthcare Supply Chain
      • Public Health Informatics and Telehealth
    • Digital Product & Design
      • Digital Product Management: Launch and Support
      • Digital Product Management: Opportunity, Planning and Development
      • Digital Product Management: Strategy and Leadership
    • Digital Sustainability
      • Data Technology and Management for IT Professionals
      • Green Technology in the Digital Economy for Leaders
    • Digital Transformation
      • Digital Transformation in Banking & Financial Institutions
      • Intelligent Transformation of Businesses
      • Leading through the Change – Digital Transformation
    • FinTech
      • Blockchain, Digital Currencies, and Distributed Ledgers Starts from Here
      • Blockchain, Internet-Of-Things, and Ubiquitous AI for Metaverse
      • Delight Customers and Protect Privacy with AI and Blockchain
      • FinTech: Concepts, Cases and Technology
      • Making Contracts Smart with Blockchain
      • Optimizing Customers’ Experience with FinTech Strategy
    • Immersive Tech
      • Artificial Intelligence and Machine Learning for Metaverse
      • Blockchain, Internet-Of-Things, and Ubiquitous AI for Metaverse
      • Building Blocks of the Metaverse
      • Cloud Computing for Metaverse
      • Creating Interfaces for the Metaverse: Augmented and Virtual Reality
      • Two Halves of the Metaverse: Physical and Digital Twins
      • Metaverse and Digital Twins
      • User Interface and User Experience Design for the Metaverse
    • Intelligent Automation
      • Advanced Robotic Process Automation
      • Intermediate Robotic Process Automation
      • Robotic Process Automation Begins with Me
      • Robotic Process Automation Begins with Me (Power Automate Desktop)
    • Smart Systems
      • Cloud Begins with Me
      • Internet of Things Begins with Me
      • Professional Certificate in Basic Electronics and Microcontroller Programming for IoT
      • Professional Certificate in Cloud Computing Foundations
      • Professional Certificate in Cloud Technologies for IoT
      • Professional Certificate in Deep Learning for IoT
    • Software Engineering
      • Complete Modern JavaScript for Beginners
      • Essentials of AI-Assisted Coding
      • Python Programming
  • For Organisations
    • Explore Our Courses
    • Customised Programmes
    • Executive Masterclasses
    • Mentorship Support Grant
    • Senior Management Programmes
  • For Online Learners
    • AI, ML and Data Science Programme
    • Analytics: From Data to Insights
    • Chief Data and AI Officer Programme
    • Chief Technology and AI Officer Programme
    • Cybersecurity – Integrated with AI
    • DevOps and Cloud with AI
    • Generative AI: Fundamentals to Advanced Techniques
    • Full Stack Development with AI
    • Technology Leadership and Innovation Programme
  • For Academic Institutions
  • Contact Us
https://www.comp.nus.edu.sg/executive-education/wp-content/uploads/sites/3/2023/08/Professional-Certificate-in-Artificial-Intelligence-for-Non-AI-Scientists-NUS-School-of-Computing.mp4

Artificial Intelligence

The contextual strategy and actions derived from AI solutions give companies essential competitive edges in the ever-evolving business environment. It is also the formidable force behind the smart city, internet of things, self-driving cars, and advanced manufacturing.

Machine learning allows managers to make critical business decisions and address real-world business problems with a deeper understanding of analytics tools. While data is an essential ingredient for AI with machine learning, it’s not the data itself that does the magic, but how you apply AI technologies to ‘interrogate’ them that counts.

We offer a comprehensive suite of Artificial Intelligence and Machine Learning courses to empower participants with the capability to make data driven and evidence-based decisions. As you progress through a level, you gain knowledge that are prerequisites to the succeeding level. Taken in its entirety, all 3 levels would earn you an Advanced Professional Certificate in AI & Machine Learning.

Advanced Professional Certificate in Artificial Intelligence and Machine Learning for Executives and Technopreneurs

Training Roadmap

  • Professional Certificate in Artificial Intelligence and Machine Learning Foundation for Executives
  • AI and Machine Learning Begins with Me
  • Future-Proof Businesses with Artificial Intelligence
  • Intelligent Transformation of Businesses
  • Role of Ethics in Artificial Intelligence
  • Stage 1
  • Professional Certificate in Artificial Intelligence for Business
  • Robotic Process Automation Begins with Me (Power Automate Desktop)
  • Intermediate Robotic Process Automation
  • Expert Systems
  • Explainable Artificial Intelligence Fundamentals
  • Stage 2
  • Professional Certificate in Machine Learning for Business
  • Introduction to Rapidminer
  • Business Applications Relying on Supervised Learning
  • Business Applications Relying on Unsupervised & Reinforcement Learning
  • Stage 3
Completion of Stages 1 to 3 curricula earns the participant an Advanced Professional Certificate in this programme.
 

Advanced Professional Certificate in Applied Artificial Intelligence and Machine Learning

Training Roadmap

  • Professional Certificate in AI and Machine Learning Basics
  • AI and Machine Learning Begins with Me
  • Octave Programming for AI, Machine Learning and Data Analytics
  • Applied Artificial Intelligence
  • Introduction to Rapidminer
  • Stage 1
  • Professional Certificate in Applied Machine Learning
  • Python Programming
  • Applied Machine Learning
  • Business Intelligentization Using Machine Learning and Rapidminer
  • Stage 2
  • Professional Certificate in Text Processing
  • Natural Language Processing Fundamentals
  • Sentiment Analysis Fundamentals
  • Deep Learning Fundamentals
  • Advanced Deep Learning
  • Stage 3
Completion of Stages 1 to 3 curricula earns the participant an Advanced Professional Certificate in this programme.
 

Other Courses

        • Professional Certificate in ChatGPT, Advanced Chat Models, and Generative AI
        • Professional Certificate in Enterprise Deployments and Applications for Large Language Models
        • Professional Certificate in Fundamentals of Computer Vision
        • Professional Certificate in Machine Learning Operations
        • Professional Certificate in Machine Learning Using Python
        • AI for Sustainability: A Technology Perspective
        • Advanced Deep Learning for Computer Vision
        • Advanced Machine Learning: Deep Learning
        • Building Trust and Safety with AI Analytics
        • Essentials of AI-assisted Coding

 

Terms and Conditions

All cancellation requests must be in writing. If notice of cancellation is five (5) working days or less before class starts, there will be no refund of course fees paid.

Learn more here..

NUS Computing Executive Education

11 Research Link
COM 3, #B1-07
Singapore 119391

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About us

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For Online Learners     

  • Executive & Professional Development
    • Artificial Intelligence
      • [Column]
        • AI and Machine Learning Begins with Me
        • AI for Sustainability: A Technology Perspective
        • Advanced Deep Learning
        • Applied Artificial Intelligence
        • Applied Machine Learning
        • ChatGPT and its Applications
        • Chat Models and Natural Language Processing
        • Deep Learning Fundamentals
        • Generative Artificial Intelligence
        • Large Language Models in Production
        • Machine Learning in Python
        • Natural Language Processing Fundamentals
        • Role of Ethics in Artificial Intelligence
        • Professional Certificate in ChatGPT, Advanced Chat Models, and Generative AI
    • Cybersecurity
      • [Column]
        • AI-Driven Web Defence
        • AI-Enabled Biometrics
        • AI-Enhanced Web Penetration Testing
        • Cyber Forensics Investigation Techniques
        • Essentials for AI-Ready Cyber Professionals
        • Ethical Hacking and System Hardening
        • Introduction to Cybersecurity
        • Malware Forensics and Binary Analysis Techniques
        • PDPA Compliance for Executives
        • Professional Certificate in Cyber Forensics and Malware Analysis
        • Professional Certificate in Cybersecurity Fundamentals and Ethical Hacking
    • Data Science
      • [Column]
        • Data and Database Systems
        • Data Engineering Fundamentals
        • Database Creation, Manipulation, and Querying with SQL
        • Databases for Data Engineering
        • NOSQL Database and MongoDB
        • Python for Data Engineering
        • Python for Data Science
        • Relational Database Design
    • Deep Tech
      • [Column]
        • 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
    • Digital Business
      • [Column]
        • Professional Certificates
          • Digital Marketing & Customer Insights
          • Digital Product Management
          • Digital Project Management
          • Web and Mobile Application Development
    • Digital Health
      • [Column]
        • Professional Certificates
          • Digital Health Informatics and Healthcare Logistics
          • Healthcare Analytics and Storytelling
          • Healthcare Computational Systems
          • Health Information Management
    • Digital Product & Design
      • [Column]
        • Digital Product Management: Launch and Support
        • Digital Product Management: Opportunity, Planning and Development
        • Digital Product Management: Strategy and Leadership
        • Professional Certificate in Digital Product Management
    • Digital Sustainability
      • [Column]
        • 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
      • [Column]
        • Professional Certificates
          • Digital Leadership
          • Digital Project Management
          • Digital Transformation – Digital Capability and Agility
        • Short Courses
          • Digital Transformation in Banking & Financial Institutions
          • Intelligent Transformation of Businesses
          • Leading through the Change – Digital Transformation
    • FinTech
      • [Column]
        • 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
    • Immersive Tech
      • [Column]
        • Professional Certificates
          • Designing Metaverse-ready Immersive Experiences
          • Infrastructure of the Metaverse
          • Metaverse Business Opportunities
        • Short Course
          • Metaverse and Digital Twins
    • Intelligent Automation
      • [Column]
        • Professional Certificate
          • Robotic Process Automation
        • Short Course
          • Robotic Process Automation Begins with Me (Power Automate Desktop)
    • Smart Systems
      • [Column]
        • 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
    • Software Engineering
      • [Column]
        • Complete Modern JavaScript for Beginners
        • Essentials of AI-Assisted Coding
        • Python Programming