Building Data-Driven Applications with Danfo.js

Get hands-on with building data-driven applications using Danfo.js in combination with other data analysis tools and techniquesKey FeaturesBuild microservices to perform data transformation and ML model serving in JavaScriptExplore what Danfo.js is and how it helps with data analysis and data visualizationCombine 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 youll 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. Youll also get to grips with data plotting visualization aggregation and group operations by combining Danfo.js with Plotly. As you advance youll 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 youll build a Twitter analytics dashboard powered by Danfo.js Next.js node-nlp and Twit.js.By the end of this app development book youll 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 learnPerform data experimentation and analysis with Danfo.js and DnotebookBuild machine learning applications using Danfo.js integrated with TensorFlow.jsConnect Danfo.js with popular database applications to aid data analysisCreate a no-code data analysis and handling system using internal librariesDevelop a recommendation system with Danfo.js and TensorFlow.jsBuild 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.