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Building Data-Driven Applications with Danfo.js

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书名: Building Data-Driven Applications with Danfo.js: A practical guide to data analysis and machine learning using JavaScript
作者: Odegua, Rising ; Oni, Stephen
ISBN13: 9781801070850
类型: Paperback
语种: English
出版日期: 2021-09-24
出版社: Packt Publishing

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, 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 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.Table of ContentsAn Overview of Modern JavaScriptDnotebook – An Interactive Computing Environment for JavaScriptGetting Started with Danfo.jsData Analysis, Wrangling, and TransformationData Visualization with Plotly.jsData Visualization with Danfo.jsData Aggregation and Group OperationsCreating a No-Code Data Analysis/Handling SystemBasics of Machine LearningIntroduction to TensorFlow.jsBuilding a Recommendation System with Danfo.js and TensorFlow.jsBuilding a Twitter Analysis DashboardAppendix: Essential JavaScript Concepts

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