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A Hands-On Introduction to Data Science

Gebonden Engels 2020
Verkooppositie 4828
Verwachte levertijd ongeveer 8 werkdagen

Samenvatting

This book introduces the field of data science in a practical and accessible manner, using a hands-on approach that assumes no prior knowledge of the subject. The foundational ideas and techniques of data science are provided independently from technology, allowing students to easily develop a firm understanding of the subject without a strong technical background, as well as being presented with material that will have continual relevance even after tools and technologies change.

Using popular data science tools such as Python and R, the book offers many examples of real-life applications, with practice ranging from small to big data. A suite of online material for both instructors and students provides a strong supplement to the book, including datasets, chapter slides, solutions, sample exams and curriculum suggestions.

This entry-level textbook is ideally suited to readers from a range of disciplines wishing to build a practical, working knowledge of data science.

Specificaties

ISBN13:9781108472449
Trefwoorden:data science
Taal:Engels
Bindwijze:gebonden
Aantal pagina's:424
Druk:1
Verschijningsdatum:2-4-2020

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Over Chirag Shah

Chirag Shah, University of Washington.

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Inhoudsopgave

Part I. Introduction
1. Introduction
2. Data
3. Techniques

Part II. Tools
4. UNIX
5. Python
6. R
7. MySQL

Part III. Machine Learning
8. Machine learning introduction and regression
9. Supervised learning
10. Unsupervised learning

Part IV. Applications and Evaluations
11. Hands-on with solving data problems
12. Data collection, experimentation and evaluation.

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        A Hands-On Introduction to Data Science