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dvc.yaml
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dvc.yaml
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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
great_expectation_validation:
cmd: python src/data/data_validation.py --config=params.yaml
deps:
- src/data/data_validation.py
- data/raw/train.csv
- data/raw/train_new.csv
outs:
- great_expectations/exp_json_file.json
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
Monitor_Dashboard:
cmd: python src/models/model_monitor.py --config=params.yaml
deps:
- src/models/model_monitor.py
- data/raw/train_new.csv
outs:
- reports/data_and_target_drift_dashboard.html
wand_model_track:
cmd: python src/models/train_model_track_WNB.py --config=params.yaml
deps:
- data/processed/churn_train.csv
- data/processed/churn_test.csv
- src/models/train_model_track_WNB.py
outs:
- wandb