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 29 wine quality prediction frameworks tracked. The highest-rated is rogerioxavier/X-Wines at 43/100 with 71 stars.

Get all 29 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	Stars	Language
1	rogerioxavier/X-Wines A world wines dataset with user ratings for recommendation systems and general use.	43	Emerging	71	Jupyter Notebook
2	Fontys/wine-categorizer This repo is used as an introduction for a course in Machine Learning and...	41	Emerging	4	Jupyter Notebook
3	Sengarofficial/Induction_Furnace_Carbon_Sulphur_Response This project is aimed to integrate artificial intelligence in steel Industry...	29	Experimental	1	Jupyter Notebook
4	faris771/Apple_Quality_Classifier ENCS5341 Machine Learning And Data Science project, aims to perform a...	26	Experimental	7	Jupyter Notebook
5	mdzaheerjk/Drinks-Quality-Prediction-System This project aims to build a robust, end-to-end Machine Learning pipeline...	25	Experimental	7	—
6	tjdev7/WineSpotter Wine recommendation app developed using Machine Learning, Tensor Flow and Python	24	Experimental	1	JavaScript
7	ujvarafetoshi/wine-quality-deep-learning Predicting wine quality using deep learning through model comparisons and...	23	Experimental	3	Jupyter Notebook
8	virbahu/ml-quality-predictor ML quality prediction model for incoming material inspection	22	Experimental	—	Python
9	thekripaverse/Wine-Classification-Using-Artificial-Neural-Network-ANN A deep learning–based wine classification system using an artificial neural...	21	Experimental	—	Jupyter Notebook
10	NhanPhamThanh-IT/Random-Forest-Wine-Quality-Prediction 🍾 A comprehensive machine learning project using Random Forest algorithm to...	21	Experimental	16	Jupyter Notebook
11	DharshanSR/Partitioning-Clustering This project clusters white wines based on their chemical properties to...	19	Experimental	4	R
12	LucasPoncet/wine-quality-forecasting Predicting wine quality using deep learning on tabular weather and regional...	19	Experimental	—	Python
13	manisha-v/mlflowProject Implemented a wine quality prediction project using MLOps and MLflow....	18	Experimental	2	CSS
14	walkerdustin/ml-services-api API for a ML model, that predicts the quality of a wine (from 0 to 10) using...	18	Experimental	2	PureBasic
15	theidari/wine_quality Wine Quality Predictor / The repository is undergoing a cleaning process.	18	Experimental	2	HTML
16	NathanChan1710/Winequality-CIFAR10-ML-Project Ce projet se découpe en deux études différentes réalisées en suivant un...	17	Experimental	1	HTML
17	wguilen/red-wine-quality-cbr AI - CBR for measuring red wine quality	16	Experimental	1	Java
18	Gouthami825/red-white-wine-quality-analysis git commit -m "Added requirements file" git push	15	Experimental	2	Jupyter Notebook
19	privsmathewz/Wine-Quality-Prediction Wine quality classification project using Python and scikit-learn, with...	14	Experimental	—	Jupyter Notebook
20	wilstones/wine-quality-prediction Machine learning models for predicting wine quality based on physicochemical...	13	Experimental	—	Jupyter Notebook
21	rifaldomalau/Wine-Quality-UCI-untuk-Ordinal-Logistic-Regression Artificial Intelligence -> Machine Learning (ML) -> Supervised Learning ->...	12	Experimental	1	Jupyter Notebook
22	SusannaMazzocchi/Red_Wine_Quality 🍷 A Machine Learning project to predict red wine quality. Built with Python...	11	Experimental	—	Jupyter Notebook
23	GrindelfP/wine-ml A basic machine learning project, aimed to study the machine learning...	11	Experimental	—	Jupyter Notebook
24	kumar-kiran-24/wine-quality-prediction This project focuses on predicting the quality of wine based on various...	11	Experimental	2	Jupyter Notebook
25	harshitv804/Red-Wine-Quality Red Wine Quality EDA + ML Classification	11	Experimental	3	Jupyter Notebook
26	Mohshaikh23/Wine-Quality-Prediction-using-MLFlow Wine Quality Prediction using ElasticNet Regression using MLFlows	11	Experimental	—	CSS
27	gregvth/flask-app-wine Wine classification using machine learning and the flask framework	11	Experimental	—	HTML
28	mferuscomelo/wine-identification Classify wine as red or white using deep learning	10	Experimental	2	Jupyter Notebook
29	Pritz69/Wine_Quality_Prediction_ML Neural Networks and Deep Learning Project ,developing a Machine Learning Model .	10	Experimental	2	Jupyter Notebook