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 
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)