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A practice to predict the winner of the FIFA World Cup by using Machine Learning.

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WorldCupPrediction

This is a practice project about predicting the FIFA World Cup by using Machine Learning.

Dependencies

The project was written by Python. To run the code,you should install the following packages:

  • numpy==1.14.2
  • pandas==0.23.0
  • plotnine==0.3.0
  • statsmodels==0.9.0
  • sklearn==0.19.1
  • seaborn==0.8.1
  • missingno==0.4.0

Usage

  • python preprocess.py : Do some process with the original data.
  • python train_pred.py : Train model and do pretiction.
  • python simulate.py : Do simulation.
  • python visualization.py : Visual the results of preprocess(uncomment some code) and prediction.

Result

prediction results

More detail can be found in Sorin's Tutorial, and the R code.

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A practice to predict the winner of the FIFA World Cup by using Machine Learning.

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