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Why AI/Data Science Projects Fail : How to Avoid Project Pitfalls - Joyce Weiner

Why AI/Data Science Projects Fail

How to Avoid Project Pitfalls

By: Joyce Weiner

eText | 29 July 2025 | Edition Number 2

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This Second Edition addresses five common pitfalls that prevent projects from reaching deployment and provides tools and methods to avoid these pitfalls. Current statistics show that 87% of AI and Big Data projects fail by never reaching deployment, making this book an essential resource for data science and AI practitioners, as well as managers. The author illustrates the methods and tools by including real examples from her experience building and deploying data science and AI projects. This new edition builds upon the original book with revisions, updates and features a new chapter on Generative AI.

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