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Streamlit for Data Science - Second Edition

You're reading from  Streamlit for Data Science - Second Edition

Product type Book
Published in Sep 2023
Publisher Packt
ISBN-13 9781803248226
Pages 300 pages
Edition 2nd Edition
Languages
Author (1):
Tyler Richards Tyler Richards
Profile icon Tyler Richards

Table of Contents (15) Chapters

Preface 1. An Introduction to Streamlit 2. Uploading, Downloading, and Manipulating Data 3. Data Visualization 4. Machine Learning and AI with Streamlit 5. Deploying Streamlit with Streamlit Community Cloud 6. Beautifying Streamlit Apps 7. Exploring Streamlit Components 8. Deploying Streamlit Apps with Hugging Face and Heroku 9. Connecting to Databases 10. Improving Job Applications with Streamlit 11. The Data Project – Prototyping Projects in Streamlit 12. Streamlit Power Users 13. Other Books You May Enjoy
14. Index

Data science ideation

Often, coming up with a new idea for a data science project is the most daunting part. You might have numerous doubts. What if I start a project that no one likes? What if my data actually doesn’t work out well? What if I can’t think of anything? The good news is that if you create projects that you actually do care about and would use, then the worst-case scenario is that you have an audience of one! And if you send me (tylerjrichards@gmail.com) your project, I promise to read it. So that makes it an audience of two at the very least.

Some examples I have either created or observed in the wild include the following:

  • Recording ping-pong games for a semester to determine the best player with an Elo model (http://www.tylerjrichards.com/Ping_pong.html or https://www.youtube.com/watch?v=uPg7PEdx7WA)
  • Using Large Language Models to chat with your organization’s Snowflake data (https://snowchat.streamlit.app/)
  • Analyzing...
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