Doing Data Science by Cathy O'Neil
Straight Talk from the Frontline
An introductory, practice-focused guide to the data science process, covering problem formulation, data acquisition and cleaning, exploratory analysis, statistical modeling and machine learning, validation and A/B testing, visualization, and communication, with examples drawn from industry and academia and an emphasis on practical workflows, collaboration, reproducibility, and ethical considerations in deploying data-driven solutions.
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- Published
- 2013
- Nationality
- American
- Length
- Moderate
- Pages
- 400-420
- Original Language
- English
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- Alternate Titles
- None
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