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tourism-purchase-predictor-rf
naveenmuppaneni/tourism-purchase-predictor-rf
tourism-purchase-predictor-rf is a machine learning model from naveenmuppaneni. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
This repository contains a tuned RandomForestClassifier for predicting ProdTaken (purchase of the tourism package).
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Public
Updated Aug 30, 2025
Repo size
16.2 MB
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.joblib16.2 MB · 100%
At a glance
- Access
- Public
- Created
- Aug 28, 2025
- Updated
- Aug 30, 2025
- SHA
- 8a7b91ae
Model card
From the Hugging Face model README
Tourism Purchase Predictor (RandomForest)
This repository contains a tuned RandomForestClassifier for predicting ProdTaken (purchase of the tourism package).
- Dataset: https://huggingface.co/datasets/naveenmuppaneni/tourism-dataset
- Selection metric: ROC AUC (5-fold CV)
- Best CV ROC AUC: 0.9513
Inference (Python)
import joblib
from huggingface_hub import hf_hub_download
model_path = hf_hub_download(repo_id="naveenmuppaneni/tourism-purchase-predictor-rf", filename="best_model.joblib")
model = joblib.load(model_path)
# model is a sklearn Pipeline: model.predict(X) or model.predict_proba(X)
- Created
- Aug 28, 2025
- Updated
- Aug 30, 2025