Web App Development and Real-Time Web Analytics with Python

Develop and Integrate Machine Learning Algorithms into Web Apps

Paperback Engels 2021 9781484277829
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

Learn to develop and deploy dashboards as web apps using the Python programming language, and how to integrate algorithms into web apps.

Author Tshepo Chris Nokeri begins by introducing you to the basics of constructing and styling static and interactive charts and tables before exploring the basics of HTML, CSS, and Bootstrap, including an approach to building web pages with HTML. From there, he’ll show you the key Python web frameworks and techniques for building web apps with them. You’ll then see how to style web apps and incorporate themes, including interactive charts and tables to build dashboards, followed by a walkthrough of creating URL routes and securing web apps. You’ll then progress to more advanced topics, like building machine learning algorithms and integrating them into a web app. The book concludes with a demonstration of how to deploy web apps in prevalent cloud platforms.

Web App Development  and Real-Time Web Analytics with Python isideal for intermediate data scientists, machine learning engineers, and web developers, who have little or no knowledge about building web apps that implement bootstrap technologies. After completing this book, you will have the knowledge necessary to create added value for your organization, as you will understand how to link front-end and back-end development, including machine learning.

What You Will Learn

Create interactive graphs and render static graphs into interactive ones Understand the essentials of HTML, CSS, and Bootstrap Gain insight into the key Python web frameworks, and how to develop web applications using them Develop machine learning algorithms and integrate them into web apps Secure web apps and deploy them to cloud platforms

Who This Book Is For

Intermediate data scientists, machine learning engineers, and web developers.

Specificaties

ISBN13:9781484277829
Taal:Engels
Bindwijze:paperback
Uitgever:Apress

Lezersrecensies

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Inhoudsopgave

Chapter 1: Tabulating Data and Constructing Static 2D and 3D Charts.- Chapter 2: Interactive Tabulation and Charting.- Chapter 3: Creating Functionality and Styling for Interactive Charts.- Chapter 4: Essentials of HTML.- Chapter 5: Python Web Frameworks and Apps.- Chapter 6: Dash Bootstrap Components.- Chapter 7: Styling and Theming a Web App.- Chapter 8: Building a Real-Time Web App.- Chapter 9: Basic Web App Authentication.- Chapter 10: Dash Into a Full Website.- Chapter 11: Integrating a Machine Learning Algorithm into a Web App.- Chapter 12: Deploying a Web App on the Cloud.

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        Web App Development and Real-Time Web Analytics with Python