MLOps
/
gradient-boosting
mirror of https://dagshub.com/skshreyas714/gradient-boosting


  
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            stages:
  data-split:
    cmd: python3 src/data_split.py
    deps:
    - data/raw_data/clean_data.csv
    - src/data_split.py
    params:
      - data-split.split
      - data-split.seed
    outs:
    - data/processed_data/x_test.npy
    - data/processed_data/x_train.npy
    - data/processed_data/y_test.npy
    - data/processed_data/y_train.npy
  normalize:
    cmd: python3 src/normalize.py
    deps:
      - data/processed_data/x_train.npy
      - data/processed_data/x_test.npy
      - src/normalize.py
    outs:
      - data/scaling_model.pkl
  training:
    cmd: python3 src/training.py
    deps:
      - data/processed_data/x_train.npy
      - data/processed_data/y_train.npy
      - data/scaling_model.pkl
      - src/training.py
    params:
      - training.n_est
      - training.m_depth
      - training.lr
      - training.min_split
      - training.min_leaf
    outs:
      - data/gbrt_model.pkl
  evaluate:
    cmd: python3 src/evaluate.py
    deps:
      - data/processed_data/x_test.npy
      - data/processed_data/y_test.npy
      - data/scaling_model.pkl
      - data/gbrt_model.pkl
      - src/evaluate.py
    outs:
      - data/prediction.csv
    metrics:
      - scores.json:
          cache: false