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题名/责任者:

Beyond the hype : why data science projects fail : the harsh realities of implementing AI and analytics / Dr. Evan Shellsear and Doug Gray.

版本说明:

First edition.

出版发行项:

Boca Raton, FL : CRC Press, 2025.

ISBN:

9781032660301

ISBN:

1032660309

ISBN:

9781032661339

ISBN:

103266133X

载体形态项:

xiii, 208 pages : llustrations, forms ; 24 cm

个人责任者:

Shellsear, Evan, author.

附加个人名称:

Gray, Doug (Douglas A.), author.

论题主题:

Predictive analytics.

论题主题:

Quantitative research.

论题主题:

Artificial intelligence.

论题主题:

Decision making-Mathematical models.

中图法分类号:

TP311.13

书目附注:

Includes bibliographical references and index.

摘要附注:

"The field of artificial intelligence, data science and analytics is crippling itself. Exaggerated promises of unrealistic technologies, simplifications of complex projects and marketing hype are leading to an erosion of trust in one of our most critical approaches to making decisions: data driven. This book aims to fix this by countering the AI hype with a dose of realism. Written by two experts in the field, the authors firmly believe in the power of mathematics, computing, and analytics, but if false expectations are set and practitioners and leaders don't fully understand everything that really goes into data science projects, then a stunning 80% (or more) of analytics projects will continue to fail, costing enterprises and society hundreds of billions of dollars, and leading to non-experts abandoning one of the most important data-driven decision-making capabilities altogether. For the first time, business leaders, practitioners, students and interested laypeople will learn what really makes a data science project successful. By illustrating with many personal stories, the authors reveal the harsh realities of implementing AI and analytics"--

豆瓣简介：