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Building Data-Driven Applications with Danfo.js

You're reading from   Building Data-Driven Applications with Danfo.js A practical guide to data analysis and machine learning using JavaScript

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Product type Paperback
Published in Sep 2021
Publisher Packt
ISBN-13 9781801070850
Length 476 pages
Edition 1st Edition
Languages
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Authors (2):
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Stephen Oni Stephen Oni
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Stephen Oni
Rising Odegua Rising Odegua
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Rising Odegua
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Table of Contents (18) Chapters Close

Preface 1. Section 1: The Basics
2. Chapter 1: An Overview of Modern JavaScript FREE CHAPTER 3. Section 2: Data Analysis and Manipulation with Danfo.js and Dnotebook
4. Chapter 2: Dnotebook - An Interactive Computing Environment for JavaScript 5. Chapter 3: Getting Started with Danfo.js 6. Chapter 4: Data Analysis, Wrangling, and Transformation 7. Chapter 5: Data Visualization with Plotly.js 8. Chapter 6: Data Visualization with Danfo.js 9. Chapter 7: Data Aggregation and Group Operations 10. Section 3: Building Data-Driven Applications
11. Chapter 8: Creating a No-Code Data Analysis/Handling System 12. Chapter 9: Basics of Machine Learning 13. Chapter 10: Introduction to TensorFlow.js 14. Chapter 11: Building a Recommendation System with Danfo.js and TensorFlow.js 15. Chapter 12: Building a Twitter Analysis Dashboard 16. Chapter 13: Appendix: Essential JavaScript Concepts 17. Other Books You May Enjoy

Summary

In this chapter, we introduced and discussed some of the modern JavaScript syntax introduced in ECMA 6. We first considered the difference between let and var and discussed why let is the preferred method for initializing variables. Following that, we discussed destructuring, the spread operator, scopes, and also closures. We then went on to introduce some important methods of arrays, objects, and strings. Following that, we talked about arrow functions, including their advantages over traditional functions, and then we moved on to discuss JavaScript promises and async/await.

We then looked briefly at OOP concepts and support in JavaScript with examples showing how to write classes. We also learned how to set up a modern JavaScript environment with transpiling and bundling support using tools such as Babel and webpack. Finally, we introduced unit testing using Mocha and the Chai library.

In the next chapter, we will introduce Dnotebook, an interactive computing environment that enables quick and interactive experimentation in JavaScript.

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Building Data-Driven Applications with Danfo.js
Published in: Sep 2021
Publisher: Packt
ISBN-13: 9781801070850
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