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Add v1_hgb_te artifacts

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Files changed (13) hide show
  1. artifacts/models/v1_hgb_te/bootstrap/model_boot_00.joblib +3 -0
  2. artifacts/models/v1_hgb_te/bootstrap/model_boot_01.joblib +3 -0
  3. artifacts/models/v1_hgb_te/bootstrap/model_boot_02.joblib +3 -0
  4. artifacts/models/v1_hgb_te/bootstrap/model_boot_03.joblib +3 -0
  5. artifacts/models/v1_hgb_te/bootstrap/model_boot_04.joblib +3 -0
  6. artifacts/models/v1_hgb_te/bootstrap/model_boot_05.joblib +3 -0
  7. artifacts/models/v1_hgb_te/bootstrap/model_boot_06.joblib +3 -0
  8. artifacts/models/v1_hgb_te/bootstrap/model_boot_07.joblib +3 -0
  9. artifacts/models/v1_hgb_te/bootstrap/model_boot_08.joblib +3 -0
  10. artifacts/models/v1_hgb_te/bootstrap/model_boot_09.joblib +3 -0
  11. artifacts/models/v1_hgb_te/metadata.json +33 -0
  12. artifacts/models/v1_hgb_te/model.joblib +3 -0
  13. artifacts/models/v1_hgb_te/target_encoding.json +0 -0
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artifacts/models/v1_hgb_te/bootstrap/model_boot_01.joblib ADDED
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artifacts/models/v1_hgb_te/metadata.json ADDED
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+ {
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+ "model": "HistGradientBoostingRegressor",
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+ "target": "prix_m2",
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+ "features": [
5
+ "departement",
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+ "surface_reelle_bati",
7
+ "nombre_pieces_principales",
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+ "type_local",
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+ "cp_te"
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+ ],
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+ "rows_total": 390644,
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+ "rows_train": 312515,
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+ "rows_test": 78129,
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+ "rmse": 3823.1178966893026,
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+ "mae": 1746.4667064898672,
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+ "target_encoding_file": "C:\\Users\\miche\\Desktop\\Projects\\M2Predict\\apps\\ml\\artifacts\\models\\v1_hgb_te\\target_encoding.json",
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+ "params": {
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+ "learning_rate": 0.08,
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+ "max_depth": 8,
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+ "max_iter": 400,
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+ "min_samples_leaf": 30
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+ },
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+ "confidence": {
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+ "method": "hgb_bootstrap_width",
25
+ "k": 10,
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+ "sample_frac": 0.8,
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+ "q_low": 0.1,
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+ "q_high": 0.9,
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+ "pi_p5": 61.9381350661668,
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+ "pi_p95": 2270.605661409329,
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+ "bootstrap_dir": "C:\\Users\\miche\\Desktop\\Projects\\M2Predict\\apps\\ml\\artifacts\\models\\v1_hgb_te\\bootstrap"
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+ }
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+ }
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artifacts/models/v1_hgb_te/target_encoding.json ADDED
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