I made an app that takes data scraped from craigslist and utilizes a random forest model to generate price predictions!
I deployed an app via plotly dash onto heroku to expose the prediction model endpoint.
https://used-car-predictor.herokuapp.com/
See insights and process pages for an overview of the project.
Things I cover:
- Model selection and evaluation metrics.
- An important lesson in practical data science
- Insights on the dataset scraped from Craigslist
- How to interpret a random forest Shapley Values
- A choropleth
Plus the app is fun to play with!