Use Minimal Required Imports Only When Building Apps!
Hi Daniel, I understand your confusion. Initially, I had only added snippets of model development and left the detailed code in the linked GitHub repository. Taking your feedback, I added the imports to the first snippet. Thanks!
However, I made no changes to the Streamlit code since it's best to use minimal required import statements for a better response time. The .predict() is a popular method of the scikit-learn model object. Since we load a scikit-learn Random Forest model for inference, we can use the .predict() method to get predictions just like that! I've tested the code and deployed it; please have a look.
I hope this helped. Thank you for your feedback; I genuinely appreciate it!