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params.yaml
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params.yaml
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external_data_config:
external_data_csv: data/external/train.csv
raw_data_config:
raw_data_csv: data/raw/train.csv
model_var: ['churn','number_vmail_messages','total_day_calls','total_eve_minutes','total_eve_charge','total_intl_minutes','number_customer_service_calls']
train_test_split_ratio: 0.3
target: churn
random_state: 111
new_train_data_csv: data/raw/train_new.csv
processed_data_config:
train_data_csv: data/processed/churn_train.csv
test_data_csv: data/processed/churn_test.csv
mlflow_config:
artifacts_dir: artifacts
experiment_name: model_iteration1
run_name: random_forest
registered_model_name: random_forest_model
remote_server_uri: http://localhost:5000
random_forest:
max_depth: 10
n_estimators: 50
model_dir: models/model.joblib
model_webapp_dir: webapp/model_webapp_dir/model.joblib
model_monitor:
target_col_name: target
monitor_dashboard_html: reports/data_and_target_drift_dashboard.html
great_exp:
exp_json_file: great_expectations/exp_json_file.json
Heroku:
0d885ae0-6fc4-447d-87d5-07e39c8d864f