Random matrix methods for machine learning / Romain Couillet, Grenoble Alpes University, Zhenyu Liao, Huazhong University of Science and Technology.

This book presents a unified theory of random matrices for applications in machine learning, offering a large-dimensional data vision that exploits concentration and universality phenomena. This enables a precise understanding, and possible improvements, of the core mechanisms at play in real-world...

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Online Access: Full Text (via Cambridge)
Main Authors: Couillet, Romain, 1983- (Author), Liao, Zhenyu, 1992- (Author)
Format: eBook
Language:English
Published: Cambridge, United Kingdom ; New York, NY, USA : Cambridge University Press, 2022.
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