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Browse files- all_models.pkl +3 -0
- encoders.pkl +3 -0
- model_info.json +22 -0
- price_model.pkl +3 -0
all_models.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:42a57d5047cc8d2fbfdaa5aa36a6726f6d96470f34c48a951b7ed7b273fa2f8e
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size 339135264
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encoders.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:a1cf402ec52c1a0f3d2677be57012d03d8f57a45eb05aa258142f148d838a75d
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size 747
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model_info.json
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{
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"best_model": "random_forest",
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"random_forest_mae": 1420.1688732560247,
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"gradient_boosting_mae": 1746.272274662939,
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"xgboost_mae": 1782.315185546875,
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"ensemble_mae": 1604.3533607665777,
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"random_forest_r2": 0.9814741638998944,
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"gradient_boosting_r2": 0.9791928282702506,
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"xgboost_r2": 0.9783677458763123,
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"ensemble_r2": 0.9811300730396426,
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"features": [
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"airline_encoded",
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"source_encoded",
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"dest_encoded",
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"stops",
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"days_left",
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"duration",
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"class_encoded"
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],
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"training_samples": 240122,
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"test_samples": 60031
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}
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price_model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:13eaacd77bb8c9902cfe276482090f56ba0a67ca8519f8f06e2246e1274229a4
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size 321025895
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