株式会社極東書店トップ商品一覧Machine Learning Foundations: Supervised, Unsupervised, and Advanced Learning. 2021 ed.

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Machine Learning Foundations: Supervised, Unsupervised, and Advanced Learning. 2021 ed.

Machine Learning Foundations: Supervised, Unsupervised, and Advanced Learning. 2021 ed.

・ISBN 978-3-030-65902-8 paper EUR 149.99

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お気に入り
著者・編者Jo, Taeho,
出版社 (Springer Nature Switzerland AG, SZ)
出版年月2022
ページ数391 pp.
言語ENG
ニュース番号<A03-96349>

解説

This book provides conceptual understanding of machine learning algorithms though supervised, unsupervised, and advanced learning techniques. The book consists of four parts: foundation, supervised learning, unsupervised learning, and advanced learning. The first part provides the fundamental materials, background, and simple machine learning algorithms, as the preparation for studying machine learning algorithms. The second and the third parts provide understanding of the supervised learning algorithms and the unsupervised learning algorithms as the core parts. The last part provides advanced machine learning algorithms: ensemble learning, semi-supervised learning, temporal learning, and reinforced learning.

  • Provides comprehensive coverage of both learning algorithms: supervised and unsupervised learning;
  • Outlines the computation paradigm for solving classification, regression, and clustering;
  • Features essential techniques for building the a new generation of machine learning.