Artificial Intelligence & Machine Learning

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Artificial Intelligence & Machine Learning

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.

NUS ACE provides 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

Professional Certificate in Artificial Intelligence for Business
Robotics Process Automation Begins with Me (Power Automate Desktop)
Intermediate Robotics Process Automation
Expert Systems
Explainable Artificial Intelligence Fundamentals

Professional Certificate in Machine Learning for Business
Introduction to Rapidminer
Business Applications Relying on Supervised Learning
Business Applications Relying on Unsupervised & Reinforcement Learning

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

Professional Certificate in Applied Machine Learning
Business Intelligentization Using Machine Learning and Rapidminer
Python Programming
Applied Machine Learning

Professional Certificate in Text Processing
Natural Language Processing Fundamentals
Sentiment Analysis Fundamentals
Deep Learning Fundamentals
Advanced Deep Learning

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
Advanced Deep Learning for Computer Vision
Advanced Machine Learning: Deep Learning
Building Trust and Safety with AI Analytics
Delivering Value in GenAI Technology for Human Resources
Essentials of AI-assisted Coding
Fundamentals of GenAI Technology for Future of Work
Practical Applications of GenAI Technology for Human Resources

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.

Advanced Computing for Executives

11 Research Link
COM 3, #B1-07
Singapore 119391
Email: soc-ace@nus.edu.sg

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Programmes for individuals

Solutions for organisations

ONLINE LEARNING

HOME
ABOUT US
PROGRAMMES FOR INDIVIDUALS
TRAINING SOLUTIONS FOR ORGANISATIONS
ONLINE LEARNING
- Webinars
- Self-Directed Online Programmes
YOUTH CAMPS
CONTACT US