Fundamentals of Data Analytics: With a View to Machine Learning

Fundamentals of Data Analytics: With a View to Machine Learning
PDF, ePUB
  • eBook:
    Fundamentals of Data Analytics: With a View to Machine Learning
  • Author:
    Rudolf Mathar, Gholamreza Alirezaei, Emilio Balda, Arash Behboodi
  • Edition:
    1st ed. 2020 Edition
  • Categories:
  • Data:
    September 16, 2020
  • ISBN:
    303056830X
  • ISBN-13:
    9783030568306
  • Language:
    English
  • Pages:
    138 pages
  • Format:
    PDF, ePUB

Book Description
This book introduces the basic methodologies for successful data analytics. Matrix optimization and approximation are explained in detail and extensively applied to dimensionality reduction by principal component analysis and multidimensional scaling. Diffusion maps and spectral clustering are derived as powerful tools. The methodological overlap between data science and machine learning is emphasized by demonstrating how data science is used for classification as well as supervised and unsupervised learning.

Content

1. Introduction
2. Prerequisites from Matrix Analysis
3. Multivariate Distributions and Moments
4. Dimensionality Reduction
5. Classification and Clustering
6. Support Vector Machines
7. Machine Learning

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