Leading tech companies such as Netflix, Amazon and Uber use data
science and machine learning at scale in their core business
processes, whereas most traditional companies struggle to expand their
machine learning projects beyond a small pilot scope. This book
enables organizations to truly embrace the benefits of digital
transformation by anchoring data and AI products at the core of their
business. It provides executives with the essential tools and concepts
to establish a data and AI portfolio strategy as well as the
organizational setup and agile processes that are required to deliver
machine learning products at scale. Key consideration is given to
advancing the data architecture and governance, balancing stakeholder
needs and breaking organizational silos through new ways of working.
Each chapter includes templates, common pitfalls and global case
studies covering industries such as insurance, fashion, consumer
goods, finance, manufacturing and automotive. Covering a holistic
perspective on strategy, technology, product and company culture,
Driving Digital Transformation through Data and AI guides the
organizational transformation required to get ahead in the age of AI.
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A Practical Guide to Delivering Data Science and Machine Learning Products
Produktdetaljer
ISBN
9781789665406
Publisert
2020
Utgave
1. utgave
Utgiver
Kogan Page
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter