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Upload folder using huggingface_hub

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  1. README.md +30 -3
  2. model_artifacts.pkl +2 -2
README.md CHANGED
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- # Tourism Prediction Model
 
 
 
 
 
 
 
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- Best Model: XGBoost
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- F1 Score: 0.8166
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language: en
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+ tags:
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+ - tourism
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+ - classification
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+ - customer-prediction
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+ license: apache-2.0
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+ ---
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+ # Tourism Package Prediction Model
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+
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+ ## Model Description
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+ This model predicts whether a customer will purchase the Wellness Tourism Package.
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+
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+ ## Best Model: Gradient Boosting
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+ - **F1 Score**: 0.8522
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+ - **Accuracy**: 0.9479
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+ - **Precision**: 0.9394
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+ - **Recall**: 0.7799
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+ - **ROC AUC**: 0.9787
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+
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+ ## Best Parameters
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+ {'learning_rate': 0.2, 'max_depth': 7, 'n_estimators': 200, 'subsample': 1.0}
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+
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+ ## Usage
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+ ```python
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+ import pickle
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+ with open('model_artifacts.pkl', 'rb') as f:
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+ artifacts = pickle.load(f)
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+ model = artifacts['model']
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+ ```
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