anibhush
/
churnmodeliisc
connected to https://github.com/anibhush/churnmodeliisc.git


  
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            stages:
  raw_dataset_creation:
    cmd: python src/data/load_data.py --config=params.yaml
    deps:
    - src/data/load_data.py
    - data/external/train.csv
    outs:
    - data/raw/train.csv
  
  split_data:
    cmd: python src/data/split_data.py --config=params.yaml
    deps:
    - src/data/split_data.py
    - data/raw/train.csv
    outs:
    - data/processed/churn_train.csv
    - data/processed/churn_test.csv

  model_train:
    cmd: python src/models/train_model.py --config=params.yaml
    deps:
    - data/processed/churn_train.csv
    - data/processed/churn_test.csv
    - src/models/train_model.py
    params:
    - random_forest.max_depth
    - random_forest.n_estimators

  log_production_model:
    cmd: python src/models/production_model_selection.py --config=params.yaml
    deps:
    - src/models/production_model_selection.py
    params:
    - random_forest.max_depth
    - random_forest.n_estimators
    outs:
    - models/model.joblib