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khuyentran1401
/
prefect2-mlops-demo
connected to https://github.com/khuyentran1401/prefect2-mlops-demo.git

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main.yaml 840 B
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  1. data:
    2. 

  2.   raw: train
    3. 

  3.   test: test
    4. 

  4.   prediction: prediction
    5. 

  5. 

  6. connection:
    7. 

  7.   user: postgres
    8. 

  8.   password: 123456
    9. 

  9.   host: localhost:5432
    10. 

  10.   database: pet_finder
    11. 

  11. 

  12. n_estimators: 20
    13. 

  13. use_cols:
    14. 

  14.   - Type
    15. 

  15.   - Age
    16. 

  16.   - Breed1
    17. 

  17.   - Breed2
    18. 

  18.   - Gender
    19. 

  19.   - Color1
    20. 

  20.   - Color2
    21. 

  21.   - Color3
    22. 

  22.   - MaturitySize
    23. 

  23.   - FurLength
    24. 

  24.   - Vaccinated
    25. 

  25.   - Dewormed
    26. 

  26.   - Sterilized
    27. 

  27.   - Health
    28. 

  28.   - Quantity
    29. 

  29.   - Fee
    30. 

  30.   - desc_length
    31. 

  31.   - desc_words
    32. 

  32.   - average_word_length
    33. 

  33.   - AdoptionSpeed
    34. 

  34. cat_cols:
    35. 

  35.   - Type
    36. 

  36.   - Breed1
    37. 

  37.   - Breed2
    38. 

  38.   - Gender
    39. 

  39.   - Color1
    40. 

  40.   - Color2
    41. 

  41.   - Color3
    42. 

  42.   - MaturitySize
    43. 

  43.   - FurLength
    44. 

  44.   - Vaccinated
    45. 

  45.   - Dewormed
    46. 

  46.   - Sterilized
    47. 

  47.   - Health
    48. 

  48. label: AdoptionSpeed
    49. 

  49. 

  50. n_splits: 5
    51. 

  51. params:
    52. 

  52.   objective: multiclass
    53. 

  53.   max_depth: 4
    54. 

  54.   alpha: 10
    55. 

  55.   learning_rate: 1.0
    56. 

  56.   n_estimators: 10
    57. 

  57.   random_state: 0
    58. 

  58. 

  59. model:
    60. 

  60.   dir: /Users/khuyen/prefect2-mlops-demo/
    61. 

  61.   save_path: model/xgboost
    62.
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