Feedback about Predicting Car Prices

I have done the Predicting Car Prices guided project and would be glad to receive your ideas about it.
I have added K-fold cross validation as well and appreciate your feedback.

This is the link to my project: Predicting Car Prices


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Awesome work @jafarinasim your project is very informative.
In future if you have time return to this project and do some Graphical & Exploratory Data Analysis, you may gain some insights before doing the modeling part.

Happy Learning!.

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Thank you! I tried to update it according to your feedback. I appreciate it if you can have a look at it again. Github does not render it well so this is the link in nbviewer.