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params.yaml
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params.yaml
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base:
project: GA-MLOps
target_col: TARGET
data_source:
train_source: data_given/train.csv
test_source: data_given/test.csv
load_data:
raw_train_data_csv: data/raw/train.csv
raw_test_data_csv: data/raw/test.csv
split_data:
train_path: data/proecessed/train_processed.csv
test_path: data/proecessed/test_processed.csv
estimators:
XGBoost:
n_estimators: 1000
learning_rate: 0.5
max_depth: 8
model_dir: saved_models
reports:
params: report/params.json
scores: report/scores.json
webapp_model_dir: prediction_service/model/xgb_model.pkl
webapp_model_dir_1: prediction_service/model/xgboost_model.pkl
mlflow_config:
artifacts_dir: artifacts
experiment_name: XG-Boost Regression
run_name: mlops
registered_model_name: XGBoostModel
remote_server_uri: http://127.0.0.1:5000/