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Veridical Data Science: The Practice of Responsible Data Analysis and Decision Making
Hardcover
Series: Adaptive Computation and Machine Learning
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ISBN13: 9780262049191
Publisher: MIT Press
Published: Oct 15 2024
Pages: 526
Weight: 2.10
Height: 1.40 Width: 6.10 Depth: 9.10
Language: English
- Presents the Predictability, Computability, and Stability (PCS) methodology for producing trustworthy data-driven results
- Teaches how a data science project should be conducted from beginning to end, including extensive discussion of the data scientist's decision-making process
- Cultivates critical thinking throughout the entire data science life cycle
- Provides practical examples and illuminating case studies of real-world data analysis problems with associated code, exercises, and solutions
- Suitable for advanced undergraduate and graduate students, domain scientists, and practitioners
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