xgboost/demo/kaggle-higgs
Jiaming Yuan 2c1a439869
Update Python demos with tests. (#5651)
* Remove GPU memory usage demo.
* Add tests for demos.
* Remove `silent`.
* Remove shebang as it's not portable.
2020-05-12 12:04:42 +08:00
..
2014-08-27 22:25:54 -07:00
2016-11-25 16:34:57 -05:00

Highlights

Higgs challenge ends recently, xgboost is being used by many users. This list highlights the xgboost solutions of players

Guide for Kaggle Higgs Challenge

This is the folder giving example of how to use XGBoost Python Module to run Kaggle Higgs competition

This script will achieve about 3.600 AMS score in public leaderboard. To get start, you need do following step:

  1. Compile the XGBoost python lib
cd ../..
make
  1. Put training.csv test.csv on folder './data' (you can create a symbolic link)

  2. Run ./run.sh

Speed

speedtest.py compares xgboost's speed on this dataset with sklearn.GBM

Using R module

  • Alternatively, you can run using R, higgs-train.R and higgs-pred.R.