Feedback request: First stat learning project – LoL win prediction

Hey all! I recently started studying data science and this is the first project I did:

https://www.kaggle.com/code/antoniobarion/lol-winpredictions

I wanted to play around a bit with some statistical learning tools. I am new to this field, so any comments/recommendations on how to improve are greatly appreciated!

Thanks in advance