NSCT – AI / Machine Learning and Data Analytics MCQs

Syllabus – Total Marks: 10%

Test is conducted by HEC and Virtual University of Pakistan and following topics will be covered for 10% marks.

  1. Introduction to AI, ML & Data Analytics
  2. Mathematical Foundations
  3. Python for AI & Data Analytics
  4. Data Collection & Pre-processing
  5. Exploratory Data Analysis (EDA)
  6. Supervised Learning
  7. Ensemble Learning
  8. Unsupervised Learning
  9. Model Evaluation & Validation
  10. Feature Engineering & Selection
  11. Deep Learning Fundamentals
  12. Advanced Deep Learning
  13. Natural Language Processing (NLP)
  14. Computer Vision
  15. Big Data Analytics (Introductory)
  16. Model Deployment & MLOps Basics
  17. AI Ethics, Security & Privacy

More Helping MCQs for detailed preparation

AI Agents & Architecture

  1. Agent Architecture MCQs
  2. Agents MCQs
  3. Intelligent Agents and Environment MCQs
  4. Environments MCQs
  5. Online Search Agent MCQs

Search & Planning

  1. Uninformed Search Strategy MCQs
  2. Informed Search Strategy MCQs
  3. Informed Search and Exploration MCQs
  4. Informed Search and Exploration MCQs
  5. Local Search Problems and Optimization Problems MCQs
  6. Local Search and Optimization Problems MCQs
  7. State Space Search MCQs
  8. Alpha Beta Pruning MCQs
  9. Graph Planning MCQs
  10. Partial Order Planning MCQs
  11. Planning and Acting in the Real World MCQs

Logic & Reasoning

  1. Knowledge and Reasoning MCQs
  2. Uncertain Knowledge and Reasoning MCQs
  3. Propositional Logic MCQs
  4. First Order Logic FOL MCQs
  5. Inference in First-Order Logic MCQs
  6. Backward Chaining MCQs
  7. Forward Chaining MCQs
  8. Rule-Based System MCQs
  9. Fuzzy Logic MCQs
  10. AI Resolution MCQs

Machine Learning & Neural Networks

  1. Learning MCQs
  2. Neural Networks MCQs
  3. Neural Networks MCQs
  4. Decision Trees MCQs
  5. Inductive logic programming MCQs
  6. Bayesian Networks MCQs
  7. Hidden Markov Model MCQs
  8. Probability Notation MCQs
  9. Statistics Artificial Intelligence MCQs

Natural Language & Perception

  1. Natural Language Processing MCQ
  2. Linguistics MCQs Artificial Intelligence
  3. Speech Recognition MCQs
  4. Semantic Interpretation MCQs
  5. Perception MCQs
  6. Image Perception MCQs
  7. Object Recognition MCQs

Robotics & Interaction

  1. Robotics MCQs
  2. Human-Machine Interaction MCQs
  3. Communication MCQs
  4. Game Theory MCQs

Knowledge Representation & Systems

  1. Knowledge Engineering MCQs
  2. Frames MCQs
  3. Semantic Net MCQs
  4. Expert Systems MCQs
  5. AI Engineer MCQs
  6. Artificial Intelligence Facts MCQs

Programming & Problem Solving

  1. MCQs LISP Programming
  2. Problem Solving MCQs

AI MCQ Sets

  1. SET 1: Artificial Intelligence MCQs
  2. SET 2: AI MCQs
  3. SET 3: AI Past Papers MCQs
  4. SET 4: AI Repeated MCQs
  5. Set 5: AI Frequently Asked MCQs
  6. Set 6: AI Very important MCQs

Miscellaneous AI Topics

  1. Miscellaneous MCQs

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