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

Product typeBook
Published inSep 2023
Reading LevelBeginner
PublisherPackt
ISBN-139781803248226
Edition2nd Edition
Languages
Python
Tools
SugarCRM
Concepts
Data Science
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Author (1)
Tyler Richards
Tyler Richards
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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.
Read more about Tyler Richards

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Summary

This has been by far the most technical of our chapters so far, so congratulations on making it through! Deploying applications is notoriously difficult and time-consuming, and requires skills from software engineering and DevOps, along with often requiring experience with version control software (such as Git) and UNIX-style commands and systems. This is part of the reason why Streamlit Community Cloud is such a crucial innovation, but in this chapter, we have learned how to push the edge of Streamlit deployment by renting our own virtual machines and deploying apps on Hugging Face Spaces and Heroku. We have also learned how to figure out what the right deployment strategy is before starting out, which will save hours or days of work (nothing is worse than finishing the deployment of an app and finding out you need to use another platform!).

Next, we’ll move on to learning how to query from databases inside our Streamlit apps.

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Streamlit for Data Science - Second Edition
Published in: Sep 2023Publisher: PacktISBN-13: 9781803248226
© 2023 Packt Publishing Limited All Rights Reserved

Author (1)

author image
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.
Read more about Tyler Richards

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