Get Free Shipping on orders over $79
The Shape of Data : Geometry-Based Machine Learning and Data Analysis in R - Colleen M. Farrelly
eTextbook alternate format product

Instant online reading.
Don't wait for delivery!

Go digital and save!

The Shape of Data

Geometry-Based Machine Learning and Data Analysis in R

By: Colleen M. Farrelly, Yaé Ulrich Gaba

Paperback | 12 September 2023

At a Glance

Paperback


RRP $89.99

$69.75

22%OFF

or 4 interest-free payments of $17.44 with

 or 

Ships in 5 to 10 business days

This advanced machine learning book highlights many algorithms from a geometric perspective and introduces tools in network science, metric geometry, and topological data analysis through practical application.

This advanced machine learning book highlights many algorithms from a geometric perspective and introduces tools in network science, metric geometry, and topological data analysis through practical application.

Whether you're a mathematician, seasoned data scientist, or marketing professional, you'll find The Shape of Data to be the perfect introduction to the critical interplay between the geometry of data structures and machine learning.

This book's extensive collection of case studies (drawn from medicine, education, sociology, linguistics, and more) and gentle explanations of the math behind dozens of algorithms provide a comprehensive yet accessible look at how geometry shapes the algorithms that drive data analysis.

In addition to gaining a deeper understanding of how to implement geometry-based algorithms with code, you'll explore-

  • Supervised and unsupervised learning algorithms and their application to network data analysis
  • The way distance metrics and dimensionality reduction impact machine learning
  • How to visualize, embed, and analyze survey and text data with topology-based algorithms
  • New approaches to computational solutions, including distributed computing and quantum algorithms

More in Topology

Helices - Angel Ferrandez Izquierdo

Hardcover

$470.75

Algebraic Topology - No Information Available

RRP $75.95

$64.99

14%
OFF
$G$-Global Homotopy Theory and Algebraic $K$-Theory - Tobias Lenz
ADVANCED CALCULUS (REV ED) - STERNBERG SHLOMO

RRP $54.99

$49.75

10%
OFF
Differential Topology - Victor Guillemin

RRP $160.00

$154.75

Measure Theory and Integration - Andrea Carpignani
Morse Index of Minimal Submanifolds - Francisco Urbano

RRP $312.00

$290.99

Continuous Combinatorics of Abelian Group Actions - Su Gao
General Topology for Beginners - Jay Mehta
Principles of Topology - Miriam Court

$447.75