Data Science An Introduction to Statistics and Machine Learning /
Data science is the discipline of transforming data into valuable insights. It helps you understand and predict complex and uncertain phenomena, from pandemics to economics. It also drives many influential technologies today, such as web search, image recognition, and AI assistants. This textbook co...
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| Format: | Elektroniczne E-book |
| Język: | angielski |
| Wydane: |
Berlin, Heidelberg :
Springer Berlin Heidelberg : Imprint: Springer,
2023.
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| Wydanie: | 1st ed. 2023. |
| Hasła przedmiotowe: | |
| Dostęp online: | https://doi.org/10.1007/978-3-662-67882-4 |
| Etykiety: |
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Spis treści:
- Preface
- Part I Basics
- 1 Elements of data organization
- 2 Descriptive statistics
- Part II Stochastics
- 3 Probability theory
- 4 Inferential statistics
- 5 Multivariate statistics
- Part III Machine learning
- 6 Supervised machine learning
- 7 Unsupervised machine learning
- 8 Applications of machine learning
- Appendix
- A Exercises with answers
- B Mathematical preliminaries
- Supplementary literature
- Index.