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2024年国际双创实践周海外课程介绍

人工智能基础

2024-05-28审核人:(已浏览)

授课教师:Lu Bai

国籍:中国

职称:副教授

教师简介(中英文):

英国女王大学电子电气工程与计算机学院senior lecturer (副教授), SPIE member,Computers特刊客座编辑。  

Senior Lecturer (Assistant Professor) in the School of Electronics, Electrical Engineering and Computer Science at Queen's University Belfast, SPIE member, and Guest Editor for the special issue of Computers.

课程简介(中英文):

本课程系统性地介绍人工智能的基础理论,强调核心的相关基本数学概念。课程涵盖线性代数、微积分、概率统计、优化技术和马尔可夫决策过程等关键领域。旨在为学生提供坚实的理论基础,以便深入探索人工智能的更多领域,并结合实际应用。所有教学内容均使用Python编程语言实施。整个课程包括16个学时,包括讲座和案例分析。课程设置一次作业,需要提交并评分。

学习成果:能将数学概念有效地应用于人工智能领域,并理解其相互关联。

This course systematically introduces the fundamental theory of artificial intelligence, emphasizing the core relevant basic mathematical concepts.Module description: This module provides a comprehensive introduction to the fundamentals of artificial intelligence by focusing on essential mathematical concepts. The course covers topics such as linear algebra, calculus, probability and statistics, optimization techniques, and Markov Decision Process. It aims to provide a solid theoretical foundation for further AI study while offering practical applications. The course is taught using the Python programming language. The course will include 16 teaching hours, covering lectures and examples. One assignment will be graded.

Learning outcomes: Ability to effectively apply mathematical concepts to the field of artificial intelligence and understand their interrelationships.



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