This folder contains the machine learning app created to predict the species of penguin from Palmer's Penguins as a part of the book Streamlit For Data Science. It uses some of the libraries held in the requirements.txt file within the central folder. Download these libraries using pip before getting started here! In this chapter, there is a section where we learn about Streamlit secrets and how to edit them in your Streamlit Community Cloud applications. If you are running this code locally, you will get an error saying that there is no file called secrets.toml in your project repository! To run this locally, go ahead and create this file and place your secrets there. If you think there is a problem with this code, please open an issue or pull request or just find me on Twitter and DM me!