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Judul Mathematics For Machine Learning / Marc Peter Deisenroth; A. Aldo Faisal; Cheng Soon Ong
Pengarang Deisenroth, Marc Peter
Faisal, A. Aldo
Ong, Cheng Soon
EDISI -
Penerbitan New York : Cambridge University Press, 2021
Deskripsi Fisik xvii, 371p. :ill. ;25 Cm.
ISBN 978-1-108-45514-5
Subjek MACHINE LEARNING - MATHEMATICS
Catatan 357-366
Contents: I. Mathematical foundations 1. Introduction and motivation 2. Linear algebra 3. Analytic geometry 4. Matrix decompositions 5. Vector calculus 6. Probability and distributions 7. Continuous optimization II. Central machine learning problems 8. When models learning problems 9. Linear regression 10. Dimensionality reduction with principlal component analysis 11. Density estimation with gaussian mixture models 12. Classification with support vector machines
Bahasa Inggris
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No Barcode No. Panggil Akses Lokasi Ketersediaan
102623212 006.31 Dei m Baca di tempat Perpustakaan Pusat - KK KKC
Koleksi Khusus
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245 1 # $a Mathematics For Machine Learning /$c Marc Peter Deisenroth; A. Aldo Faisal; Cheng Soon Ong
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300 # # $a xvii, 371p. : $b ill. ; $c 25 Cm.
504 # # $a 357-366
505 # # $a Contents: I. Mathematical foundations 1. Introduction and motivation 2. Linear algebra 3. Analytic geometry 4. Matrix decompositions 5. Vector calculus 6. Probability and distributions 7. Continuous optimization II. Central machine learning problems 8. When models learning problems 9. Linear regression 10. Dimensionality reduction with principlal component analysis 11. Density estimation with gaussian mixture models 12. Classification with support vector machines
650 # # $a MACHINE LEARNING - MATHEMATICS
700 1 # $a Faisal, A. Aldo
700 1 # $a Ong, Cheng Soon
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