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avatar atifabedeen
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Kidney-disease-classification
connected to https://github.com/atifabedeen/Kidney-disease-classification.git

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  1. stages:
    2. 

  2.   data_ingestion:
    3. 

  3.     cmd: python src/cnnClassifier/pipeline/stage_01.py
    4. 

  4.     deps:
    5. 

  5.       - src/cnnClassifier/pipeline/stage_01.py
    6. 

  6.       - config/config.yaml
    7. 

  7.     outs:
    8. 

  8.       - artifacts/data_ingestion/kidney-scan-images
    9. 

  9. 

  10. 

  11.   prepare_base_model:
    12. 

  12.     cmd: python src/cnnClassifier/pipeline/stage_02.py
    13. 

  13.     deps:
    14. 

  14.       - src/cnnClassifier/pipeline/stage_02.py
    15. 

  15.       - config/config.yaml
    16. 

  16.       - src\cnnClassifier\components\prepare_base_model.py
    17. 

  17.     params:
    18. 

  18.       - IMAGE_SIZE
    19. 

  19.       - INCLUDE_TOP
    20. 

  20.       - CLASSES
    21. 

  21.       - WEIGHTS
    22. 

  22.       - LEARNING_RATE
    23. 

  23.     outs:
    24. 

  24.       - artifacts/prepare_base_model
    25. 

  25. 

  26. 

  27.   training:
    28. 

  28.     cmd: python src/cnnClassifier/pipeline/stage_03.py
    29. 

  29.     deps:
    30. 

  30.       - src/cnnClassifier/pipeline/stage_03.py
    31. 

  31.       - config/config.yaml
    32. 

  32.       - artifacts/data_ingestion/kidney-scan-images
    33. 

  33.       - artifacts/prepare_base_model
    34. 

  34.     params:
    35. 

  35.       - IMAGE_SIZE
    36. 

  36.       - EPOCHS
    37. 

  37.       - BATCH_SIZE
    38. 

  38.       - AUGMENTATION
    39. 

  39.     outs:
    40. 

  40.       - artifacts/training/model.h5
    41. 

  41. 

  42. 

  43.   evaluation:
    44. 

  44.     cmd: python src/cnnClassifier/pipeline/stage_04.py
    45. 

  45.     deps:
    46. 

  46.       - src/cnnClassifier/pipeline/stage_04.py
    47. 

  47.       - config/config.yaml
    48. 

  48.       - artifacts/data_ingestion/kidney-scan-images
    49. 

  49.       - artifacts/training/model.h5
    50. 

  50.     params:
    51. 

  51.       - IMAGE_SIZE
    52. 

  52.       - BATCH_SIZE
    53. 

  53.     metrics:
    54. 

  54.     - scores.json:
    55. 

  55.         cache: false
    56.
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