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wine-quality-classifier
handecarkci/wine-quality-classifier
wine-quality-classifier is a machine learning model from handecarkci. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for sklearn.
This model predicts the quality label (low, medium, or high) of red wine based on its physicochemical properties.
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Public
Updated Jun 1, 2025
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4.5 MB
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.pkl4.5 MB · 100%
At a glance
- Library
- sklearn
- Access
- Public
- Created
- Jun 1, 2025
- Updated
- Jun 1, 2025
- SHA
- 209ec9b1
Model card
From the Hugging Face model README
🍷 Wine Quality Classifier
This model predicts the quality label (low, medium, or high) of red wine based on its physicochemical properties.
🔢 Input Features
- fixed_acidity
- volatile_acidity
- citric_acid
- residual_sugar
- chlorides
- free_sulfur_dioxide
- total_sulfur_dioxide
- density
- pH
- sulphates
- alcohol
🧠 Model Info
- Type: RandomForestClassifier (scikit-learn)
- Trained on UCI Wine Quality Dataset
- Labels:
low(≤5),medium(=6),high(≥7)
🧪 Example Input
{
"fixed_acidity": 7.4,
"volatile_acidity": 0.7,
"citric_acid": 0.0,
"residual_sugar": 1.9,
"chlorides": 0.076,
"free_sulfur_dioxide": 11.0,
"total_sulfur_dioxide": 34.0,
"density": 0.9978,
"pH": 3.51,
"sulphates": 0.56,
"alcohol": 9.4
}
- Library
- sklearn
- Created
- Jun 1, 2025
- Updated
- Jun 1, 2025