ARTIFICIAL INTELLIGENCE AND DATA ANALYTICS
2018/2019, Semester 2
Non-Faculty-Based Departments (Temasek Defence Systems Institute)
Modular Credits: 4
This is an introductory module to artificial intelligence (AI) and data analytics (DA). It covers various topics of AI and DA. The AI topics include heuristic search, constraint satisfaction, logic and inference, and natural language processing. The DA topics include data preprocessing, data visualization, classification, model evaluation, decision trees, neural networks, deep learning, association analysis, and clustering.
Probability, statistics, linear algebra, and calculus.
Workload Components : A-B-C-D-E
A: no. of lecture hours per week
B: no. of tutorial hours per week
C: no. of lab hours per week
D: no. of hours for projects, assignments, fieldwork etc per week
E: no. of hours for preparatory work by a student per week