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Machine Learning: The Basics by Alexander Jung: New
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Ubicado en: Sparks, Nevada, Estados Unidos
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Entrega prevista entre el vie. 25 jul. y el mié. 30 jul. a 94104
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N.º de artículo de eBay:403812965341
Última actualización el 22 jul 2025 14:20:24 H.EspVer todas las actualizacionesVer todas las actualizaciones
Características del artículo
- Estado
- Book Title
- Machine Learning: The Basics
- Publication Date
- 2022-01-22
- ISBN
- 9789811681929
Acerca de este producto
Product Identifiers
Publisher
Springer
ISBN-10
9811681929
ISBN-13
9789811681929
eBay Product ID (ePID)
9057254748
Product Key Features
Number of Pages
Xvii, 212 Pages
Language
English
Publication Name
Machine Learning-The Basics
Publication Year
2022
Subject
Intelligence (Ai) & Semantics, Probability & Statistics / General, General, Databases / General
Type
Textbook
Subject Area
Mathematics, Computers, Science
Series
Machine Learning: Foundations, Methodologies, and Applications Ser.
Format
Hardcover
Dimensions
Item Weight
18.3 Oz
Item Length
9.3 in
Item Width
6.1 in
Additional Product Features
Dewey Edition
23
Number of Volumes
1 vol.
Illustrated
Yes
Dewey Decimal
006.31
Table Of Content
Introduction.- Components of ML.- The Landscape of ML.- Empirical Risk Minimization.- Gradient-Based Learning.- Model Validation and Selection.- Regularization.- Clustering.- Feature Learning.- Transparant and Explainable ML.
Synopsis
Machine learning (ML) has become a commonplace element in our everyday lives and a standard tool for many fields of science and engineering. To make optimal use of ML, it is essential to understand its underlying principles. This book approaches ML as the computational implementation of the scientific principle. This principle consists of continuously adapting a model of a given data-generating phenomenon by minimizing some form of loss incurred by its predictions. The book trains readers to break down various ML applications and methods in terms of data, model, and loss, thus helping them to choose from the vast range of ready-made ML methods. The book's three-component approach to ML provides uniform coverage of a wide range of concepts and techniques. As a case in point, techniques for regularization, privacy-preservation as well as explainability amount to specific design choices for the model, data, and loss of a ML method., Machine learning (ML) has become a commonplace element in our everyday lives and a standard tool for many fields of science and engineering. To make optimal use of ML, it is essential to understand its underlying principles. This book approaches ML as the computational implementation of the scientific principle. This principle consists of continuously adapting a model of a given data-generating phenomenon by minimizing some form of loss incurred by its predictions. The book trains readers to break down various ML applications and methods in terms of data, model, and loss, thus helping them to choose from the vast range of ready-made ML methods. The book's three-component approach to ML provides uniform coverage of a wide range of concepts and techniques. As a case in point, techniques for regularization, privacy-preservation as well as explainability amount tospecific design choices for the model, data, and loss of a ML method.
LC Classification Number
Q325.5-.7
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- a***n (43)- Votos emitidos por el comprador.Últimos 6 mesesCompra verificadaMistakenly ordered a paperback that I thought was a hardcover, not sellers fault; it was described properly on the listing. Seller still processed a refund the day I went to return the item and let me keep the item anyway. A+++ service. Book arrived quickly in great condition and for a great price. Thank you so much! Amazing seller!
- n***c (94)- Votos emitidos por el comprador.Últimos 6 mesesCompra verificadaseller was communicative about my shipment, media mail took a while and tracking wasn't updated frequently, but seller communicated to me very quickly on status. the item came new and wrapped as described, though the packaging in it was packed wasn't sturdy and falling apart when it got to me.
AlibrisBooks
98,6% de votos positivos•1,9 millones artículos vendidos
Registrado como vendedor profesional
Votos de vendedor (512.214)
- m***m (2282)- Votos emitidos por el comprador.Últimos 6 mesesCompra verificadaI’m thrilled with my recent purchase . The website was user-friendly, and the product descriptions were accurate. Customer service was prompt and helpful, answering all my questions. My order arrived quickly, well-packaged, and the product exceeded my expectations in quality. I’m impressed with the attention to detail and the overall experience. I’ll definitely shop here again and highly recommend from this seller to others. Thank you for a fantastic experience!
- a***n (43)- Votos emitidos por el comprador.Últimos 6 mesesCompra verificadaMistakenly ordered a paperback that I thought was a hardcover, not sellers fault; it was described properly on the listing. Seller still processed a refund the day I went to return the item and let me keep the item anyway. A+++ service. Book arrived quickly in great condition and for a great price. Thank you so much! Amazing seller!
- n***c (94)- Votos emitidos por el comprador.Últimos 6 mesesCompra verificadaseller was communicative about my shipment, media mail took a while and tracking wasn't updated frequently, but seller communicated to me very quickly on status. the item came new and wrapped as described, though the packaging in it was packed wasn't sturdy and falling apart when it got to me.