Advanced Supervised and Semi-supervised Learning

Name: Advanced Supervised and Semi-supervised Learning
Brand: Springer, Berlin
SKU: 9783031999277
Price: 248.91 PLN
Availability: InStock

Theory and Algorithms

Autor: Massih-Reza Amini

Język:

Oprawa: Twarda

Wydawca: Springer, Berlin

Dostępność: Dostępna u dostawcy

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248.91 zł

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

Informacje o książce

Autor

Massih-Reza Amini

Język

Angielski

Oprawa

Książka - Twarda

Data wydania

2025

strony

300

EAN

9783031999277

Enbook ID

49317526

Wydawca

Springer, Berlin

Waga

656

Wymiary

155 x 235

Pełny opis

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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