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IDEAS.md

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TODO

  • Create project
  • Set up a cross validation framework to test algorithms without submitting
  • Random Forests
    • try increasing min_sample_split above 8 -> shit
    • try lowering min_sample_split
    • try increasing n_estimators
  • PCA
  • [F] Theano MLP
  • Bin temperatures into a set of classes (hot cold medium)
  • [F] Fisher's LDA
  • Log transform of outcome
  • VW

Best features found so far: ['dummy_weekday', 'hour', 'year-2011', 'season', 'holiday', 'workingday', 'weather', 'temp', 'atemp', 'humidity', 'windspeed']