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Veridical data science : the practice of responsible data analysis and decision making / Bin Yu and Rebecca L Barter
Contributor(s): Resource type: Ressourcentyp: BuchBookLanguage: English Series: Adaptive computation and machine learningPublisher: Cambridge, Massachusetts ; London, England : The MIT Press, [2024]Copyright date: © 2024Description: xxviii, 494 Seiten : Illustrationen, DiagrammeISBN:- 9780262049191
- 006.3/12 23/eng/20240325
- QA76.9.D343
Contents:
Summary: "Veridical Data Science gives a complete and comprehensive overview of the world of data science using a problem/solution-oriented prospective"--Call number: Grundsignatur: 2025 A 708PPN: PPN: 1884410278
An introduction to veridical data science -- The data science life cycle -- Setting up your data science project -- Data preparation -- Exploratory data analysis -- Principal component analysis -- Clustering -- An introduction to prediction problems -- Predicting continuous responses with Least Squares -- Extending the Least Squares algorithm -- Predicting binary responses and logistic regression -- Decision trees and random forest -- Producing the final prediction results.
| Item type | Home library | Collection | Shelving location | Call number | Status | Date due | Barcode | |
|---|---|---|---|---|---|---|---|---|
| Freihandbestand ausleihbar | Bibliothek Campus Süd | inf 5.6 | Lesesaal Wirtschaftswissenschaften und Informatik (LSW) | 2025 A 708 | Checked out | 28.07.2025 | 54008224090 |
Total holds: 0