eBook - ePub

Beginner's Guide to Streamlit with Python

Name: Beginner's Guide to Streamlit with Python
ISBN: 9781484289839

Build Web-Based Data and Machine Learning Applications

Sujay Raghavendra,

English
ePUB (mobile friendly)
Available on iOS & Android

eBook - ePub

Beginner's Guide to Streamlit with Python

Build Web-Based Data and Machine Learning Applications

Sujay Raghavendra,

About this book

This book will teach you the basics of Streamlit, a Python-based application framework used to build interactive dashboards and machine learning web apps. Streamlit reduces development time for web-based application prototypes of data and machine learning models. As you'll see, Streamlit helps develop data-enhanced analytics, build dynamic user experiences, and showcases data for data science and machine learning models.

Beginner's Guide to Streamlit with Python begins with the basics of Streamlit by demonstrating how to build a basic application and advances to visualization techniques and their features. Next, it covers the various aspects of a typical Streamlit web application, and explains how to manage flow control and status elements. You'll also explore performance optimization techniques necessary for data modules in a Streamlit application. Following this, you'll see how to deploy Streamlit applications on various platforms. The book concludes with a few prototype natural language processing apps with computer vision implemented using Streamlit.

After reading this book, you will understand the concepts, functionalities, and performance of Streamlit, and be able to develop dynamic Streamlit web-based data and machine learning applications of your own.

What You Will Learn

How to start developing web applications using Streamlit
What are Streamlit's components
Media elements in Streamlit
How to visualize data using various interactive and dynamic Python libraries
How to implement models in Streamlit web applications

Who This Book Is For

Professionals working in data science and machine learning domains who want to showcase and deploy their work in a web application with no prior knowledge of web development.

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Yes, you can access Beginner's Guide to Streamlit with Python by Sujay Raghavendra in PDF and/or ePUB format, as well as other popular books in Computer Science & Artificial Intelligence (AI) & Semantics. We have over one million books available in our catalogue for you to explore.