thoriqsaputra/UMKM-Culinary-Sustainability

UMKM Culinary Sustainability Classifier

This is a scikit-learn Voting Classifier model developed for the project Denyut Nadi UMKM Digital: Klasifikasi Keberlanjutan Bisnis Kuliner Berbasis AI pada Platform OFD. It classifies the sustainability of culinary businesses on Online Food Delivery (OFD) platforms using a combination of machine learning models.

Usage

import pickle
from huggingface_hub import hf_hub_download

# Download and load the model
model_path = hf_hub_download(repo_id="thoriqsaputra/UMKM-Culinary-Sustainability", filename="voting_classifier_model.pkl")
with open(model_path, "rb") as f:
    model = pickle.load(f)

# Example prediction (replace X_test with your data)
# predictions = model.predict(X_test)

Dataset

The model was trained and evaluated on the dataset stored at thoriqsaputra/UMKM-Culinary-Dataset, containing Data_train.csv and Data_test.csv.

Project Context

This model is part of a study on the sustainability of micro, small, and medium culinary enterprises (UMKM) on OFD platforms, leveraging AI for classification.