Subject: Artificial Intelligence
Lecturer: Prof. Mirjana Ivanovic
Time: from June 2, 2021 to June 27, 2021
Place: Online
Course Description:
This course introduces representations, techniques, and architectures used to build applied systems and to account for intelligence from a computational point of view. This course also explores applications of rule chaining, heuristic search, logic, constraint propagation, constrained search, and other problem-solving paradigms. In addition, it covers applications of decision trees, neural nets, SVMs and other learning paradigms.
Schedule:
Date | Time | Lecture | Revision | Tecent Meeting No. |
June 2 | 13:30-15:00 | Introduction to Artificial Intelligence | Problem Solving using State Space Representations | 953136060 |
15:00-16:30 | Search Algorithms, Search AlgorithmsInformed/Heuristic Search (cont.) | Local Search and Optimization | ||
June 5 | 13:00-14:30 | Constraint Satisfaction | 546824364 | |
14:30-16:00 | Games | Constraint Satisfaction Problems (CSP) and Games | ||
June 6 | 13:00-14:30 | Learning as Search | 373233849 | |
14:30-16:00 | Formulating Search | Design Project 1 | ||
June 13 | 13:00-14:30 | Decision Trees,Naïve Bayes | Design Project 1 Presentation and Question-Answer | 616946121 |
14:30-16:00 | Continuous Features | Naïve Bayes and Nearest Neighbor | ||
June 16 | 13:30-15:00 | Linear Separators,Neural Nets | Support Vector Machines (SVM) | 178347012 |
15:00-16:30 | Support Vector Machines (SVM), Feature and Model Selection | Problem Set Review | ||
June 19 | 13:00-14:30 | Formulating Learning | Introduction to Logic | 468934102 |
14:30-16:00 | Introduction to Logic and Representation,Propositional Logic | Design Project 2 Presentation and Question-Answer | ||
June 23 | 13:30-15:00 | Introduction to Natural Language Processing | Logic and Proof | 953162004 |
15:00-16:30 | First Order Logic,First Order Logic (cont.) | Syntax and Semantics | ||
June 27 | 13:30-15:00 | Rules,Language, Natural Language processing | Problem Set Review | 795468470 |
15:00-16:30 | Language, Natural Language processing,Conclusion |