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所在平台: Udemy |
课程主页: https://www.udemy.com/course/college-level-linear-algebra-theory-and-practice/
课程评论：没有评论
课程名称：大学级高级线性代数！理论与编程！ 课程概述：本课程涵盖从矩阵微积分到机器人技术，从控制系统到计算机图形学，从奇异值分解到主成分分析，从线性方程组到微分方程组，从矩阵反演到伪逆，从行列式到正定性。课程将理论与编程相结合，使用Matlab和Python语言进行实践，深入探讨线性代数的各种概念、应用以及可视化技术。 授课者Ahmed Fathy是一位机器学习科学家，曾担任大学教师，拥有丰富的教学经验。他教授过许多对线性代数应用极为深入的课程，包括机器学习、深度学习、计算机图形学、控制系统、游戏开发以及纯线性代数等。课程从多个视角讲解线性代数，力求全面深入。 本课程旨在成为在线课程中线性代数的权威参考，提供证明、理论、编程、概念、应用、已解的例子及可视化等内容。课程内容庞大而广泛，建议学员观看宣传视频并查看页面底部的课程内容以获取更多信息。如有更多主题建议，欢迎随时提出。祝您有美好的一天！
From Matrix Calculus, To Robotics! From Control Systems, To Computer Graphics! From the Singular Value Decompositions to the Principal Component Analysis. From Systems Of Linear Equations, To Systems Of Differential Equations. From Inverses, to Pseudo Inverses. From Determinants, to positive definiteness. From Concepts To Programming. From Matlab To Python. From Proofs to Visualizations & From Theory to Applications. From Solved Examples To thoughtful Exams, and From Many Other Things to Many other things,I, Present This Course!My Name is Ahmed Fathy, currently a machine learning scientist at Affectiva, and a university teacher previously. Over the years, I happened to teach many subjects that make a very deep use of linear algebra. Those include Machine Learning and Deep Learning, Computer Graphics, Control Systems, Game Development, and even Pure Linear Algebra. Every one of those subjects handled linear algebra from very different perspectives. In this course, I provide them all.This course is intended to be a Reference on linear algebra in the world of online courses, having proofs, theories, programming, concepts, applications, solved examples, visualizations, and everything! Any suggestions for more topics to add are always welcome. Since the course contents are so large and extensive, I will not summarize them here. Instead, I ask you to please watch the promo video & also have a look on the course contents towards the bottom of the page. Have a nice day!
