Syllabus – Total Marks: 10%
Test is conducted by HEC and Virtual University of Pakistan and following topics will be covered for 10% marks.
- Introduction to AI, ML & Data Analytics
- Mathematical Foundations
- Python for AI & Data Analytics
- Data Collection & Pre-processing
- Exploratory Data Analysis (EDA)
- Supervised Learning
- Ensemble Learning
- Unsupervised Learning
- Model Evaluation & Validation
- Feature Engineering & Selection
- Deep Learning Fundamentals
- Advanced Deep Learning
- Natural Language Processing (NLP)
- Computer Vision
- Big Data Analytics (Introductory)
- Model Deployment & MLOps Basics
- AI Ethics, Security & Privacy