Model for the Blue Book for Bulldozers Challenge on Kaggle.com
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README.md
init_db.py
model2.py
settings.json
test_model.py
util.py

README.md

kaggle-bulldozer

Model for the Blue Book for Bulldozers Challenge on Kaggle.com

Uses:

  • python 2.7.1
  • scikit-learn 0.13.1
  • pymongo 2.1.1 (MongoDB is used for data storage)
  • pandas 0.10.0

Code ran on:

  • core i7, 4GB RAM
  • needs around a day to train+test

Training and testing

  • first data needs to be put in MongoDB: run script init_db.py
  • training and testing are done in one step: run script test_model.py
    • why? because it was faster to develop like this and time was essential

More info: http://webmining.olariu.org/trees-ridges-and-bulldozers-made-in-1000-ad/