| Course / Resource                                | Format & Duration
| Highlights                                   | Ideal For                   |
| ------------------------------------------------ |
------------------------------- | -------------------------------------------- |
-------------------------- |
| **Coursera – Data Science Fundamentals**         | 4 weeks (self-paced)
| Broad foundation + capstone project          | Structured online learning |
| **InfosecTrain Masterclass**                     | 1.5 hours on-demand
| Quick overview of fundamentals               | Introductory session        |
| **Anna University – AD3491**                     | Academic (3 credits)
| Statistics & analytics with solid structure | College-level teaching       |
| **Great Learning – Professional Course**         | Professional curriculum
| Applied modules + industry tools             | Skill upskilling            |
| **Applied AI Course (Beginners)**                | Comprehensive syllabus
overview | Complete scope from Python to ethics and NLP | Full curriculum design
|
| **Teaching References (Hicks & Irizarry, UIUC)** | Research papers
| Pedagogical frameworks and case-study focus | Course design inspiration |