About These Resources
These additional resources are designed to enhance and extend your AI learning journey through a carefully curated collection of courses. All resources (except for NTUC Learning Hub) are primarily free and licensed under CC BY-NC-SA 4.0 for public use.
Resource Structure
Each course listing follows a standardized format to help you easily evaluate and compare learning options:
- Course Link
- Course Title
- Suitable For
- Course Info
- Learning Outcomes
- Course Structure
- Content Coverage
- Estimated Completion Time
Course Categories
The resources are organized into five main categories:
- General AI Literacy: Foundational AI concepts and applications
- Generative AI: Generative AI tools and implementations
- AI Project: Hands-on project development and lifecycle
- Data Science: Analytics and machine learning fundamentals
- NTUC Learning Hub: Paid courses
Time Investment
Courses range from quick 1-hour modules to comprehensive 140-hour programs, allowing flexible learning based on your availability:
- Short courses: 1-2 hours
- Standard courses: 4-5 hours
- Advanced programs: 140+ hours
General AI Literacy
Generative AI
AI Project
Data Science
Machine Learning
NTUC Learning Hub (Paid Courses)
- Before starting this course you must complete the required prerequisite course: AI Fundamentals
