Fundamentals of Data Analytics - With a View to Machine Learning

Fundamentals of Data Analytics: With a View to Machine Learning



https://DevCourseWeb.com

English | PDF,EPUB | 2020 | 131 Pages | ISBN : 303056830X | 15 MB

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 nstrating how data science is used for classification as well as supervised and unsupervised learning.