Wine Prediction Challenge

• The goal is to predict if a given wine is White or Red wine.
• The goal is to predict the quality of the wine.

Dataset: http://www3.dsi.uminho.pt/pcortez/wine/

Results:

Wine type challenge:

Using an ExtraTreesClassifier:

• Weighted F1-score: 0.99676;
• Balanced Accuracy: 0.99484;
• Matthews Correlation Coefficient: 0.99129;

Wine quality challenge:

Using a Stacked classifier (ExtraTrees + KNN +LR):

• Weighted F1-score: 0.9906;
• Balanced Accuracy: 0.98092;
• Matthews Correlation Coefficient: 0.98878;

Running:

$ jupyter lab notebooks

License

Distributed under the MIT license. See LICENSE for details.