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Getting Started with Streamlit for Data Science

By Tyler Richards
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  1. Free Chapter
    Chapter 1: An Introduction to Streamlit
About this book
Streamlit shortens the development time for the creation of data-focused web applications, allowing data scientists to create web app prototypes using Python in hours instead of days. Getting Started with Streamlit for Data Science takes a hands-on approach to helping you learn the tips and tricks that will have you up and running with Streamlit in no time. You'll start with the fundamentals of Streamlit by creating a basic app and gradually build on the foundation by producing high-quality graphics with data visualization and testing machine learning models. As you advance through the chapters, you’ll walk through practical examples of both personal data projects and work-related data-focused web applications, and get to grips with more challenging topics such as using Streamlit Components, beautifying your apps, and quick deployment of your new apps. By the end of this book, you’ll be able to create dynamic web apps in Streamlit quickly and effortlessly using the power of Python.
Publication date:
August 2021
Publisher
Packt
Pages
282
ISBN
9781800565500

 

Section 1: Creating Basic Streamlit Applications

This section will introduce you to the basics of Streamlit applications, data visualization in Streamlit, how to deploy applications, and how to implement models in a Streamlit application.

The following chapters are covered in this section:

  • Chapter 1, An Introduction to Streamlit
  • Chapter 2, Uploading, Downloading, and Manipulating Data
  • Chapter 3, Data Visualization
  • Chapter 4, Using Machine Learning with Streamlit
  • Chapter 5, Deploying Streamlit with Streamlit Sharing
About the Author
  • Tyler Richards

    Tyler Richards is a senior data scientist at Snowflake, working on a variety of Streamlit-related projects. Before this, he worked on integrity as a data scientist for Meta and non-profits like Protect Democracy. While at Facebook, he launched the first version of this book and subsequently started working at Streamlit, which was acquired by Snowflake early in 2022.

    Browse publications by this author
Latest Reviews (1 reviews total)
These are some good books I was waiting to get my hands on and learn the new stuff, it is a great resource for learning.
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