JavaScript for data science

by Gans, Maya

Type Book

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Title Statements

Full title :JavaScript for data science / Maya Gans, Toby Hodges, and Greg Wilson.

Summary

JavaScript is the native language of the Internet. Originally created to make web pages more dynamic, it is now used for software projects of all kinds, including scientific visualization and data services. However, most data scientists have little or no experience with JavaScript, and most introductions to the language are written for people who want to build shopping carts rather than share maps of coral reefs. This book will introduce you to JavaScript's power and idiosyncrasies and guide you through the key features of the language and its tools and libraries. The book places equal focus on client- and server-side programming, and shows readers how to create interactive web content, build and test data services, and visualize data in the browser. Topics include: The core features of modern JavaScript Creating templated web pages Making those pages interactive using React Data visualization using Vega-Lite Using Data-Forge to wrangle tabular data Building a data service with Express Unit testing with Mocha All of the material is covered by the Creative Commons Attribution-Noncommercial 4.0 International license (CC-BY-NC-4.0) and is included in the book's companion website at http://js4ds.org . Maya Gans is a freelance data scientist and front-end developer by way of quantitative biology. Toby Hodges is a bioinformatician turned community coordinator who works at the European Molecular Biology Laboratory. Greg Wilson co-founded Software Carpentry, and is now part of the education team at RStudio.

Edition Statements

Publication Date:2020.

Publication Statements

Publisher(s):CRC Press
Place of Publication:Boca Raton
Language:eng
Publication Date:2020.

The Physical Object

Description:1 online resource : : illustrations

Edition Identifiers

ISBN:9780367854188, 036785418X, 9781000028553, 1000028550, 9781000028591, 1000028593, 9781000028577, 1000028577
DOI:10.1201/9780367854188
oclc:on1139350352
LC Classification:QA76.73.J39
Dewey Decimal:005.2/762

Introduction -- Basic features -- Callbacks -- Objects and classes -- HTML and CSS -- Manipulating pages -- Dynamic pages -- Visualizing data -- Promises -- Interactive sites -- Managing data -- Creating a server -- Testing -- Using data-forge -- Capstone project -- Finale.

Subjects

Computers -- Computer Graphics COMPUTERS -- Computer Science COMPUTERS -- Data Processing Information visualization JavaScript (Computer program language) JavaScript (Langage de programmation) Mathematical statistics -- Data process… Statistique mathématique -- Informatique Visualisation de l'information