ENGLISH

Applying Data Science: How to Create Value with Artificial Intelligence

By Arthur K. Kordon

Book information

Publisher
Springer International Publishing;Springer
Year
2020
ISBN
9783030363741, 9783030363758
DOI
10.1007/978-3-030-36375-8
Language
english
Format
PDF
Filesize
17 MB (18203981 bytes)
Edition
1st ed.
Pages
XXXII, 494\511
Time added
2021-01-06 05:41:07
Computer Science; Big Data/Analytics; Data Mining

Description

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.

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