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Cover: 9783031005572 | Why AI/Data Science Projects Fail | How to Avoid Project Pitfalls | xi
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Why AI/Data Science Projects Fail
How to Avoid Project Pitfalls
Taschenbuch von Joyce Weiner
Sprache: Englisch

31,55 €*

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Lieferzeit 2-4 Werktage

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Beschreibung
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.
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.
Über den Autor
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.
Inhaltsverzeichnis
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.
Details
Erscheinungsjahr: 2020
Fachbereich: Allgemeines
Genre: Recht, Sozialwissenschaften, Wirtschaft
Rubrik: Recht & Wirtschaft
Medium: Taschenbuch
Inhalt: xi
65 S.
ISBN-13: 9783031005572
ISBN-10: 3031005570
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Weiner, Joyce
Hersteller: Springer Nature Switzerland
Springer International Publishing
Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com
Maße: 235 x 191 x 5 mm
Von/Mit: Joyce Weiner
Erscheinungsdatum: 18.12.2020
Gewicht: 0,169 kg
Artikel-ID: 121975045
Über den Autor
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.
Inhaltsverzeichnis
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.
Details
Erscheinungsjahr: 2020
Fachbereich: Allgemeines
Genre: Recht, Sozialwissenschaften, Wirtschaft
Rubrik: Recht & Wirtschaft
Medium: Taschenbuch
Inhalt: xi
65 S.
ISBN-13: 9783031005572
ISBN-10: 3031005570
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Weiner, Joyce
Hersteller: Springer Nature Switzerland
Springer International Publishing
Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com
Maße: 235 x 191 x 5 mm
Von/Mit: Joyce Weiner
Erscheinungsdatum: 18.12.2020
Gewicht: 0,169 kg
Artikel-ID: 121975045
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