Peter Prevos

Data Science for Water Utilities

Data as a Source of Value

• Gebundenes Buch

Produktbeschreibung

This addition to the Data Science Series introduces the principles of data science and the R language to the singular needs of water professionals. The book provides unique data and examples relevant to managing water utility and is sourced from the author's extensive experience.

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Produktdetails

• Verlag: Chapman and Hall/CRC
• Seitenzahl: 212
• Erscheinungstermin: 10. Mai 2023
• Englisch
• Abmessung: 260mm x 183mm x 16mm
• Gewicht: 605g
• ISBN-13: 9781032354552
• ISBN-10: 1032354550
• Artikelnr.: 66718469

Autorenporträt

Peter Prevos is a civil engineer and social scientist who manages the data science function at Coliban Water in regional Australia. Peter has three decades of experience in water management in Europe, Asia and Australia. He promotes creating value from data using code. He is the author of several books and runs leading courses in data science for water professionals.

Inhaltsangabe

1. Introduction to Data Science 2. Basics of the R Language 3. Loading and
Exploring Data 4. Descriptive Statistics 5. Visualising Data with ggplot2
6. Sharing Results 7. Managing Dirty Data 8. Analysing the Customer
Experience 9. Basic Linear Regression 10. Clustering Customers to Define
Segments 11. Working with Dates and Times 12. Detecting Outliers and
Anomalies 13. Introduction to Machine Learning