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Title: Mathematics for machine learning / Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong.
Main Entry: Deisenroth, Marc Peter, author.
Faisal, A. Aldo, author.
Ong, Cheng Soon, author.
Publisher: Cambridge University Press,
Publication Date: 2020.
Publication Place: Cambridge, United Kingdom ; New York, NY :
ISBN: 9781108470049
1108470041
9781108455145
110845514X
9781108679930
Subject: Machine learning -- Mathematics.
Contents: Mathematical Foundations. Introduction and motivation -- Linear algebra -- Analytic geometry -- Matrix decompositions -- Vector calculus -- Probability and distribution -- Continuous optimization -- Central Machine Learning Problems. When models meet data -- Linear regression -- Dimensionality reduction with principal component analysis -- Density estimation with Gaussian mixture models -- Classification with support vector machines.
Related Records: Online version: Deisenroth, Marc Peter. Mathematics for machine learning. Cambridge, United Kingdom ; New York : Cambridge University Press, 2020. 9781108679930 (DLC) 2019040763
Cover Image: http://images.amazon.com/images/P/110845514X.jpg
http://images.amazon.com/images/P/1108470041.jpg
http://images.amazon.com/images/P/9781108679930.jpg
http://images.amazon.com/images/P/9781108470049.jpg
http://images.amazon.com/images/P/9781108455145.jpg

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  Agency: Collection: Call No.: Item Type: Status: Copy: Due Date: Item Notes: Barcode: Media Type:
JUST Main Library General Q325.5 .D45 2020 Normal Circulation Out 1 2024-06-23 23:59:59.0 (الكتاب موجود في الطابق الثاني - الرف رقم 200 ) ST198150 Book