授課主題：Artificial Intelligence
主講人👃🏿：Mirjana Ivanovic
授課時間：2021年6月2日至27日（詳見下文）
授課地點👰🏻♀️：線上（騰訊會議，詳見下文）
主講人簡介：
Mirjana Ivanovic，塞爾維亞共和國諾維薩德大學理意昂3首席教授,塞爾維亞共和國諾維薩德大學校務委員會成員。SCI源期刊＜計算機科學與信息系統＞期刊主編📫。研究領域包括代理技術🤬、智能技術😻💆🏻、數據挖掘、機器學習和軟件工程等🔛。她以第一作者或共同作者出版專著13本，主編多本會議論文集，發表了300多篇專業論文,是150多個國際會議的程序委員會成員🤮。她目前是多個國家大學的客座教授或研究員，如奧地利🧕、德國😁、波蘭、葡萄牙、西班牙、澳大利亞🍝、日本🏊🏿。
課程簡介🚣🏿：
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.
授課計劃：
Date | Time | Lecture | Revision | 騰訊會議號 |
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 |