Cover of Data Science for Teams

Data Science for Teams

20 Lessons from the Fieldwork
Harris V. Georgiou
Publisher: Morgan Kaufmann
Published: 2025
ISBN-13: 9780443364075
ISBN-10: 0443364079
Pages: 200
Subjects: Computers / Data Science / General, Computers / Artificial Intelligence / General
1 study resource available for this textbook

About Data Science for Teams

Managing human resources, time allocation, and risk management in R&D projects, particularly in Artificial Intelligence/Machine Learning/Data Analysis, poses unique challenges. Key areas such as model design, experimental planning, system integration, and evaluation protocols require specialized attention. In most cases, the research tends to focus primarily on one of the two main aspects: either the technical aspect of AI/ML/DA or the teams' effort, or the typical management aspect and team members' roles in such a project. Both are equally import for successful real-world R&D, but they are rarely examined together and tightly correlated. Data Science for Teams: 20 Lessons from the Fieldwork addresses the issue of how to deal with all these aspects within the context of real-world R&D projects, which are a distinct class of their own. The book shows the everyday effort within the team, and the adhesive substance in between that makes everything work. The core material in this book is...

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