Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization

Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization

B.K. Tripathy , Anveshrithaa Sundareswaran , Shrusti Ghela
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2023 · Inglés · Tapa blanda
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Descripción

This work delves into the intricate world of unsupervised learning, focusing on techniques that simplify complex datasets through dimensionality reduction. The authors illuminate various methodologies that allow for effective data visualization, catering to both novice and experienced practitioners in the field. With a clear emphasis on real-world applications, they illustrate how these approaches can transform vast amounts of information into accessible visual formats, enhancing analysis and interpretation.

Moreover, the book offers a blend of theoretical insights and practical implementations, helping readers to grasp the fundamental concepts while providing hands-on experiences. By exploring innovative algorithms and frameworks, it serves as a valuable resource for anyone looking to deepen their understanding of data science and machine learning. Throughout, the narrative remains engaging, encouraging readers to explore the limitless possibilities of unsupervised learning in their research and professional endeavors.

Detalles del libro

Formato Tapa blanda
Páginas 174 páginas
Idioma Inglés
Publicado Sep 25, 2023
Editorial CRC Press
ISBN-10 103204103X
ISBN-13 9781032041032
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