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
Table of Contents:
  • Part I, From Business Problems to Data Science
  • Data Science Based on Artificial Intelligence
  • Business Problems Dependent on Data
  • Artificial Intelligence-Based Data Science Solutions
  • Integrate and Conquer
  • The Lost-in-Translation Trap
  • Part II, The AI-Based Data Science Toolbox
  • The AI-Based Data Science Workflow
  • Problem Knowledge Acquisition
  • Data Preparation
  • Data Analysis
  • Model Development
  • The Model Deployment Life Cycle
  • Part III, AI-Based Data Science in Action
  • Infrastructure
  • People
  • Applications of AI-Based Data Science in Manufacturing
  • Applications of AI-Based Data Science in Business
  • How to Operate AI-Based Data Science in a Business
  • How to Become an Effective Data Scientist
  • Glossary.