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config.yaml 2.1 KB

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  1. model:
  2. cv: 3
  3. estimator_name: xgb
  4. estimators:
  5. knn:
  6. param_grid:
  7. n_neighbors:
  8. - 4
  9. - 5
  10. weights:
  11. - uniform
  12. - distance
  13. algorithm: auto
  14. leaf_size: 30
  15. p: 2
  16. metric: minkowski
  17. metric_params: None
  18. n_jobs: None
  19. xgb:
  20. param_grid:
  21. n_estimators:
  22. - 20
  23. - 30
  24. booster:
  25. - gbtree
  26. - gblinear
  27. random_forest:
  28. param_grid:
  29. n_estimators:
  30. - 50
  31. - 100
  32. criterion:
  33. - gini
  34. - log_loss
  35. max_depth: None
  36. min_samples_split: 2
  37. min_samples_leaf: 1,
  38. min_weight_fraction_leaf: 0.0
  39. max_features: sqrt
  40. decision_tree:
  41. param_grid:
  42. criterion:
  43. - gini
  44. - entropy
  45. splitter: best
  46. max_depth: None
  47. min_samples_split: 2
  48. min_samples_leaf: 1
  49. min_weight_fraction_leaf: 0.0
  50. max_features: None
  51. random_state: None
  52. max_leaf_nodes: None
  53. min_impurity_decrease: 0.0
  54. class_weight: None
  55. ccp_alpha: 0.0
  56. model_path: C:/Users/HI/Desktop/.dev/python/Deep learning/Projects/Fetal Health/models/model.joblib
  57. train:
  58. random_state: 42
  59. ingest: C:/Users/HI/Desktop/.dev/python/Deep learning/Projects/Fetal Health/data/fetal_health.csv
  60. dataset_csv: C:/Users/HI/Desktop/.dev/python/Deep learning/Projects/Fetal Health/data/raw/fetal_health.csv
  61. test_size: 0.2
  62. trainset_path: C:/Users/HI/Desktop/.dev/python/Deep learning/Projects/Fetal Health/data/processed/train.csv
  63. testset_path: C:/Users/HI/Desktop/.dev/python/Deep learning/Projects/Fetal Health/data/processed/test.csv
  64. features_train_path: C:/Users/HI/Desktop/.dev/python/Deep learning/Projects/Fetal
  65. Health/data/processed/featured_train.csv
  66. features_test_path: C:/Users/HI/Desktop/.dev/python/Deep learning/Projects/Fetal
  67. Health/data/processed/featured_test.csv
  68. target_column: fetal_health
  69. reports_dir: C:/Users/HI/Desktop/.dev/python/Deep learning/Projects/Fetal Health/reports
  70. metrics_file: metrics.json
  71. confusion_matrix_image: confusion_matrix.png
  72. confusion_matrix_data: confusion_matrix_data.csv
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