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Why AI/Data Science Projects Fail

Joyce Weiner (author)

ISBN: 9781636390383

Publication Date: Dec 2020

Format: Paperback

Also available as: Hardback  

Recent data shows that 87% of Artificial Intelligence/Big Data projects don't make it into production (VB Staff, 2019), meaning that most projects are never deployed. This book addresses five common pitfalls that prevent projects from reaching deployment and provides tools and methods to avoid those pitfalls.
£32.50

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  • Full Description
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  • Table of Contents
  • Author Biography
  • Customer Reviews
Recent data shows that 87% of Artificial Intelligence/Big Data projects don't make it into production (VB Staff, 2019), meaning that most projects are never deployed. This book addresses five common pitfalls that prevent projects from reaching deployment and provides tools and methods to avoid those pitfalls. Along the way, stories from actual experience in building and deploying data science projects are shared to illustrate the methods and tools. While the book is primarily for data science practitioners, information for managers of data science practitioners is included in the Tips for Managers sections.
Pages 77
Dimensions 235 x 191
Date Published 30 Dec 2020
Publisher Morgan & Claypool Publishers
Series Synthesis Lectures on Computation and Analytics
Subject/s Project management   Computer science   Computing: general  
  • Preface
  • Introduction and Background
  • Project Phases and Common Project Pitfalls
  • Define Phase
  • Making the Business Case: Assigning Value to Your Project
  • Acquisition and Exploration of Data Phase
  • Model-Building Phase
  • Interpret and Communicate Phase
  • Deployment Phase
  • Summary of the five Methods to Avoid Common Pitfalls
  • References
  • Author Biography
Joyce Weiner is a Principal Engineer at Intel Corporation. Her area of technical expertise is data science and using data to drive efficiency. Joyce is a black belt in Lean Six Sigma. She has a B.S. in Physics from Rensselaer Polytechnic Institute, and an M.S. in Optical Sciences from the University of Arizona. She lives with her husband outside Phoenix, Arizona.

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