Advanced Professional Certificate in Applied AI and Machine Learning
Advanced Professional Certificate in Artificial Intelligence and Machine Learning for Executives and Technopreneurs
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.
Training Roadmap
Level 1: Professional Certificate in AI and Machine Learning Basics
Curriculum:
- AI and Machine Learning Begins with Me
- Octave Programming for AI, and Machine Learning and Data Analytics
- Applied Artificial Intelligence
- Introduction to Rapidminer
Level 2: Professional Certificate in Applied Machine Learning
Curriculum:
- Business Intelligentization Using Machine Learning and Rapidminer
- Python Programming
- Applied Machine Learning
Level 3: Professional Certificate in Text Processing
Curriculum:
- Fundamentals of Natural Language Processing
- Sentiment Analysis Fundamentals
- Deep Learning Fundamentals
- Advanced Deep Learning
Completion of Levels 1 to 3 curricula earns the participant an Advanced Professional Certificate in this programme
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 for Senior Executives
Level 1
Level 1: Professional Certificate in Artificial Intelligence and Machine Learning Foundation for Executives
Curriculum:
- AI and Machine Learning Begins with Me
- Future-Proof Businesses With Artificial Intelligence
- Intelligent Transformation of Businesses
- Role of Ethics in Artificial Intelligence for Senior Executives
Level 2: Professional Certificate in Artificial Intelligence for Business
Curriculum:
- Robotics Process Automation Begins with Me (Power Automate Desktop)
- Intermediate Robotics Process Automation
- Expert Systems
- Explainable Artificial Intelligence Fundamentals
Level 3: Professional Certificate in Machine Learning for Business
Curriculum:
- Introduction to Rapidminer
- Business Applications relying on Supervised Learning
- Business Applications relying on Unsupervised & Reinforcement Learning
Completion of Levels 1 to 3 curricula earns the participant an Advanced Professional Certificate in this programme