Advanced Supervised and Semi-supervised Learning

Name: Advanced Supervised and Semi-supervised Learning
Brand: Springer, Berlin
SKU: 9783031999277
Price: 58.84 EUR
Availability: InStock

Theory and Algorithms

Autor: Massih-Reza Amini

Jazyk:

Väzba: Pevná

Vydavateľ: Springer, Berlin

Dostupnosť: Skladom u dodávateľa

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58.84 €

Machine learning is one of the leading areas of artificial intelligence. It concerns the study and d...

Informácie o knihe

Autor

Massih-Reza Amini

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2025

Stránok

300

EAN

9783031999277

Enbook ID

49317526

Vydavateľ

Springer, Berlin

Hmotnosť

656

Rozmery

155 x 235

Kompletný popis

Machine learning is one of the leading areas of artificial intelligence. It concerns the study and development of quantitative models that enable a computer to carry out operations without having been expressly programmed to do so.

In this situation, learning is about identifying complex shapes and making intelligent decisions. The challenge in completing this task, given all the available inputs, is that the set of potential decisions is typically quite difficult to enumerate. Machine learning algorithms have been developed with the goal of learning about the problem to be handled based on a collection of limited data from this problem in order to get around this challenge.

This textbook presents the scientific foundations of supervised learning theory, the most widespread algorithms developed according to this framework, as well as the semi-supervised and the learning-to-rank frameworks, at a level accessible to master's students. The aim of the book is to provide a coherent presentation linking the theory to the algorithms developed in this field. In addition, this study is not limited to the presentation of these foundations, but it also presents exercises, and is intended for readers who seek to understand the functioning of these models sometimes designated as black boxes.

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Advanced Supervised and Semi-supervised Learning

Theory and Algorithms

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