Building Data-Driven Applications with Danfo.js
eBook - ePub

Building Data-Driven Applications with Danfo.js

  1. 476 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Building Data-Driven Applications with Danfo.js

About this book

Get hands-on with building data-driven applications using Danfo.js in combination with other data analysis tools and techniquesKey Features• Build microservices to perform data transformation and ML model serving in JavaScript• Explore what Danfo.js is and how it helps with data analysis and data visualization• Combine Danfo.js and TensorFlow.js for machine learningBook DescriptionMost data analysts use Python and pandas for data processing for the convenience and performance these libraries provide. However, JavaScript developers have always wanted to use machine learning in the browser as well. This book focuses on how Danfo.js brings data processing, analysis, and ML tools to JavaScript developers and how to make the most of this library to build data-driven applications.Starting with an overview of modern JavaScript, you'll cover data analysis and transformation with Danfo.js and Dnotebook. The book then shows you how to load different datasets, combine and analyze them by performing operations such as handling missing values and string manipulations. You'll also get to grips with data plotting, visualization, aggregation, and group operations by combining Danfo.js with Plotly. As you advance, you'll create a no-code data analysis and handling system and create-react-app, react-table, react-chart, Draggable.js, and tailwindcss, and understand how to use TensorFlow.js and Danfo.js to build a recommendation system. Finally, you'll build a Twitter analytics dashboard powered by Danfo.js, Next.js, node-nlp, and Twit.js.By the end of this app development book, you'll be able to build and embed data analytics, visualization, and ML capabilities into any JavaScript app in server-side Node.js or the browser.What you will learn• Perform data experimentation and analysis with Danfo.js and Dnotebook• Build machine learning applications using Danfo.js integrated with TensorFlow.js• Connect Danfo.js with popular database applications to aid data analysis• Create a no-code data analysis and handling system using internal libraries• Develop a recommendation system with Danfo.js and TensorFlow.js• Build a Twitter analytics dashboard for sentiment analysis and other types of data insightsWho this book is forThis book is for data analysts, data scientists, and JavaScript developers who want to create data-driven applications in the JavaScript/Node.js environment. Intermediate-level knowledge of JavaScript programming and data science using pandas is expected.

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Yes, you can access Building Data-Driven Applications with Danfo.js by Rising Odegua,Stephen Oni in PDF and/or ePUB format, as well as other popular books in Computer Science & Data Modelling & Design. We have over one million books available in our catalogue for you to explore.

Table of contents

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