Guided Project - Predicting US Car Import Car Prices - feedback welcomed

Hi everyone

This is the first time I’ve put a guided project up for feedback, so simply doing this message is a learning experience!

The project itself uses the KNN algorithm to develop a model for predicting car prices. I have tried to put particular focus on explaining each stage of the project. So whilst any and all feedback would be very much appreciated, your views on the bits where I try to explain my reasoning, behind my model choices, would be particularly welcomed: pretend you are my future employer :sweat_smile:

Many thanks for any time and effort you are able to put into this.

Last mission screen URL:

Link to my project:
Predicting car prices.ipynb (338.9 KB)

Click here to view the jupyter notebook file in a new tab