Applying data science : how to create value with artificial intelligence / Arthur K. Kordon.

This book offers practical guidelines on creating value from the application of data science based on selected artificial intelligence methods. In Part I, the author introduces a problem-driven approach to implementing AI-based data science and offers practical explanations of key technologies: mach...

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Bibliographic Details
Main Author: Kordon, Arthur K. (Author)
Format: eBook
Language:English
Published: Cham, Switzerland : Springer, [2020]
Subjects:
Online Access:Click for online access
Description
Summary:This book offers practical guidelines on creating value from the application of data science based on selected artificial intelligence methods. In Part I, the author introduces a problem-driven approach to implementing AI-based data science and offers practical explanations of key technologies: machine learning, deep learning, decision trees and random forests, evolutionary computation, swarm intelligence, and intelligent agents. In Part II, he describes the main steps in creating AI-based data science solutions for business problems, including problem knowledge acquisition, data preparation, data analysis, model development, and model deployment lifecycle. Finally, in Part III the author illustrates the power of AI-based data science with successful applications in manufacturing and business. He also shows how to introduce this technology in a business setting and guides the reader on how to build the appropriate infrastructure and develop the required skillsets. The book is ideal for data scientists who will implement the proposed methodology and techniques in their projects. It is also intended to help business leaders and entrepreneurs who want to create competitive advantage by using AI-based data science, as well as academics and students looking for an industrial view of this discipline.
Physical Description:1 online resource (XXXII, 494 pages) : illustrations (some color)
Bibliography:Includes bibliographical references.
ISBN:3030363759
9783030363758
Access:Legal Deposit;
Source of Description, Etc. Note:Online resource; title from digital title page (viewed on November 06, 2020).