MCS-224 English Topics Covered
Block 1 – Artificial Intelligence – Introduction
- Unit 1 – Introduction to Artificial Intelligence
- Unit 2 – Problem Solving Using Search
- Unit 3 – Uninformed and Informed Search
- Unit 4 – Predicate and Propositional Logic
Block 2 – Artificial Intelligence – Knowledge Representation
- Unit 1 – First Order Logic
- Unit 2 – Rule based Systems and other formalism
- Unit 3 – Probabilistic Reasoning
- Unit 4 – Fuzzy and Rough Set
Block 3 – Machine Learning – I
- Unit 1 – Introduction to Machine Learning Methods
- Unit 2 – Classification
- Unit 3 – Regression
- Unit 4 – Neural Networks and Deep Learning
Block 4 – Machine Learning – II
- Unit 1 – Feature Selection and Extraction
- Unit 2 – Association Rules
- Unit 3 – Clustering
- Unit 4 – Machine Learning Programming using Python