Data Analysis and Matrix Computations
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数据分析与矩阵计算课程将提供线性代数、概率统计、优化、矩阵计算、编程等方面的训练，为开展在数据科学、机器学习、信号处理等领域的学习和研究奠定一定的基础。 |
Prerequisites: Mathematical Analysis, Advanced Algebra, Numerical Linear Algebra
Grading Policy: Classroom performance & Assignments & Projects 60% + Final exam 40%
Instructor
Kui Du, Email: kuidu@xmu.edu.cn Tel: 0592-2580672; Office: B603 Math Building, Haiyun Campus
References
The Mathematics of Data, Editors: Michael W. Mahoney, John C. Duchi, and Anna C. Gilbert, AMS, IAS, SIAM, 2018
Mathematics for Machine Learning, Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong, Cambridge University Press, 2020
Bayesian Scientific Computing, Daniela Calvetti and Erkki Somersalo, Springer, 2023