Algorithmic Mathematics in Machine Learning

Bastian Bohn; Jochen Garcke; Michael Griebel

ISBN 10: 1611977878 / ISBN 13: 9781611977875

Editore: SIAM - Society for Industrial and Applied Mathematics, 2024

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Codice articolo 394416115

Dati bibliografici

• Titolo: Algorithmic Mathematics in Machine Learning
• Editore: SIAM - Society for Industrial and Applied Mathematics
• Data di pubblicazione: 2024
• Lingua: Inglese
• ISBN 10: 1611977878
• ISBN 13: 9781611977875
• Rilegatura: Brossura
• Condizione: New

Descrizione articolo

Riassunto

The goal of Algorithmic Mathematics in Machine Learning is to explore several well-known machine learning and data analysis algorithms from a mathematical and programming perspective. In this unique book, the authors:

• Present machine learning methods, review the underlying mathematics, and provide programming exercises intended to deepen the reader's understanding.
• Accompany application areas with exercises that explore the unique characteristics of real-world data sets (e.g. pedestrian detection image data, biological cell data).
• Highlight new terminology and background information on mathematical concepts, as well as exercises, in "info-boxes" throughout the text.