Wine Quality Prediction ML Frameworks

End-to-end machine learning projects for predicting wine quality from physicochemical properties, including model training, deployment architectures (APIs, web apps, dashboards), and MLOps workflows. Does NOT include general quality prediction for other domains, wine recommendation systems without ML classification, or introductory ML courses.

There are 24 wine quality prediction frameworks tracked. The highest-rated is Fontys/wine-categorizer at 37/100 with 4 stars.

Get all 24 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=wine-quality-prediction&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

# Framework Score Tier
1 Fontys/wine-categorizer

This repo is used as an introduction for a course in Machine Learning and...
37
Emerging
2 rogerioxavier/X-Wines

A world wines dataset with user ratings for recommendation systems and general use.
36
Emerging
3 tushar2704/Wine_Quality

This project aims to predict the quality of wines using various machine...
23
Experimental
4 mdzaheerjk/Drinks-Quality-Prediction-System

This project aims to build a robust, end-to-end Machine Learning pipeline...
23
Experimental
5 tjdev7/WineSpotter

Wine recommendation app developed using Machine Learning, Tensor Flow and Python
22
Experimental
6 Sengarofficial/Induction_Furnace_Carbon_Sulphur_Response

This project is aimed to integrate artificial intelligence in steel Industry...
22
Experimental
7 virbahu/ml-quality-predictor

ML quality prediction model for incoming material inspection
22
Experimental
8 thekripaverse/Wine-Classification-Using-Artificial-Neural-Network-ANN

A deep learning–based wine classification system using an artificial neural...
19
Experimental
9 faris771/Apple_Quality_Classifier

ENCS5341 Machine Learning And Data Science project, aims to perform a...
19
Experimental
10 LucasPoncet/wine-quality-forecasting

Predicting wine quality using deep learning on tabular weather and regional...
17
Experimental
11 ujvarafetoshi/wine-quality-deep-learning

Predicting wine quality using deep learning through model comparisons and...
16
Experimental
12 vinaybarhate/wine-quality-prediction

End-to-end Machine Learning project for predicting wine quality with Flask...
15
Experimental
13 rifaldomalau/Wine-Quality-UCI-untuk-Ordinal-Logistic-Regression

Artificial Intelligence -> Machine Learning (ML) -> Supervised Learning ->...
15
Experimental
14 NhanPhamThanh-IT/Random-Forest-Wine-Quality-Prediction

🍾 A comprehensive machine learning project using Random Forest algorithm to...
15
Experimental
15 NathanChan1710/Winequality-CIFAR10-ML-Project

Ce projet se découpe en deux études différentes réalisées en suivant un...
15
Experimental
16 privsmathewz/Wine-Quality-Prediction

Wine quality classification project using Python and scikit-learn, with...
14
Experimental
17 wguilen/red-wine-quality-cbr

AI - CBR for measuring red wine quality
14
Experimental
18 SusannaMazzocchi/Red_Wine_Quality

🍷 A Machine Learning project to predict red wine quality. Built with Python...
14
Experimental
19 Gouthami825/red-white-wine-quality-analysis

git commit -m "Added requirements file" git push
13
Experimental
20 DharshanSR/Partitioning-Clustering

This project clusters white wines based on their chemical properties to...
12
Experimental
21 wilstones/wine-quality-prediction

Machine learning models for predicting wine quality based on physicochemical...
11
Experimental
22 theidari/wine_quality

Wine Quality Predictor / The repository is undergoing a cleaning process.
11
Experimental
23 walkerdustin/ml-services-api

API for a ML model, that predicts the quality of a wine (from 0 to 10) using...
11
Experimental
24 manisha-v/mlflowProject

Implemented a wine quality prediction project using MLOps and MLflow....
11
Experimental