{"id":29057560,"url":"https://github.com/djdurga/wine-quality-prediction-using-svm","last_synced_at":"2025-06-27T06:06:02.163Z","repository":{"id":299669777,"uuid":"1003790846","full_name":"Djdurga/Wine-Quality-Prediction-using-SVM","owner":"Djdurga","description":"This project demonstrates a hands-on implementation of Support Vector Machine (SVM) for a binary classification task using Python and Scikit-learn.","archived":false,"fork":false,"pushed_at":"2025-06-17T17:11:10.000Z","size":33,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-06-17T18:24:22.937Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Djdurga.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-06-17T17:10:07.000Z","updated_at":"2025-06-17T17:12:30.000Z","dependencies_parsed_at":"2025-06-17T18:34:57.281Z","dependency_job_id":null,"html_url":"https://github.com/Djdurga/Wine-Quality-Prediction-using-SVM","commit_stats":null,"previous_names":["djdurga/wine-quality-prediction-using-svm"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Djdurga/Wine-Quality-Prediction-using-SVM","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Djdurga%2FWine-Quality-Prediction-using-SVM","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Djdurga%2FWine-Quality-Prediction-using-SVM/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Djdurga%2FWine-Quality-Prediction-using-SVM/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Djdurga%2FWine-Quality-Prediction-using-SVM/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Djdurga","download_url":"https://codeload.github.com/Djdurga/Wine-Quality-Prediction-using-SVM/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Djdurga%2FWine-Quality-Prediction-using-SVM/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":262202495,"owners_count":23274380,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-06-27T06:06:00.302Z","updated_at":"2025-06-27T06:06:02.149Z","avatar_url":"https://github.com/Djdurga.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🍷 Wine Quality Prediction using SVM\n\nThis notebook demonstrates the use of **Support Vector Machine (SVM)** to classify wine quality based on physicochemical features using the `WineQT.csv` dataset.\n\n---\n\n## 📌 Overview\n\nWe aim to predict the **quality of wine** (likely framed as a classification problem) using the Support Vector Machine (SVM) algorithm. The workflow includes:\n\n- Data loading and exploration\n- Data preprocessing\n- Model training using SVM\n- Performance evaluation using metrics like accuracy, precision, recall, F1-score\n- Visualization using seaborn/matplotlib\n\n---\n\n## 🔧 Technologies Used\n\n- Python\n- pandas, numpy\n- matplotlib, seaborn\n- scikit-learn (for SVM and evaluation)\n\n---\n\n## 📁 Dataset\n\nThe dataset used is `WineQT.csv`, which contains various chemical properties of red wine and a quality score.\n\nExample features:\n- Fixed Acidity\n- Volatile Acidity\n- Citric Acid\n- Residual Sugar\n- pH\n- Alcohol\n- Quality (target variable)\n\n---\n\n## ⚙️ How to Run\n\n1. Clone this repository:\n   ```bash\n   git clone https://github.com/your-username/your-repo-name.git\n   cd your-repo-name\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdjdurga%2Fwine-quality-prediction-using-svm","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdjdurga%2Fwine-quality-prediction-using-svm","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdjdurga%2Fwine-quality-prediction-using-svm/lists"}