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Representation in Machine Learning
Engelsk
Bogcover for Representation in Machine Learning af M. N. Murty, M. Avinash, 9789811979071
Specifikationer
Sprog:
Engelsk
Sider:
93
ISBN-13:
9789811979071
Indbinding:
Paperback
ISBN-10:
9811979073
Kategori:
Udg. Dato:
21 jan 2023
Størrelse i cm:
23,5 x 15,5
Oplagsdato:
21 jan 2023
Forfatter(e):

Representation in Machine Learning

Engelsk
Paperback 2023
Format:

Bog beskrivelse

This book provides a concise but comprehensive guide to representation, which forms the core of Machine Learning (ML). State-of-the-art practical applications involve a number of challenges for the analysis of high-dimensional data. Unfortunately, many popular ML algorithms fail to perform, in both theory and practice, when they are confronted with the huge size of the underlying data. Solutions to this problem are aptly covered in the book.In addition, the book covers a wide range of representation techniques that are important for academics and ML practitioners alike, such as Locality Sensitive Hashing (LSH), Distance Metrics and Fractional Norms, Principal Components (PCs), Random Projections and Autoencoders. Several experimental results are provided in the book to demonstrate the discussed techniques'' effectiveness.


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Specifikationer
Sprog:
Engelsk
Sider:
93
ISBN-13:
9789811979071
Indbinding:
Paperback
ISBN-10:
9811979073
Kategori:
Udg. Dato:
21 jan 2023
Størrelse i cm:
23,5 x 15,5
Oplagsdato:
21 jan 2023
Forfatter(e):
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