Here, I build machine learning models to predict the difficulty and enjoyment rating of backpacking trails I am personally interested in hiking. The base dataset a list of ~3000 trails in USA National Parks, scraped from Alltrails.com. I include data from trails I've hiked myself as well. I add a feature to keep track of which trails are mine, to help fine-tune the model to my preferences. A historical weather API is used to get climate data for each trail.
Open TrailGenie.ipynb for more information.
Open images for more plots.