{"id":25898358,"url":"https://github.com/fonzy0508/clustering-distribution-visualization-learning","last_synced_at":"2026-05-17T17:34:59.652Z","repository":{"id":279161602,"uuid":"937848727","full_name":"Fonzy0508/Clustering-Distribution-Visualization-learning","owner":"Fonzy0508","description":"Visualizing clustering distributions on the Digits dataset using UMAP, PCA, t-SNE, and algorithms like K-Means, DBSCAN, and Hierarchical Clustering.","archived":false,"fork":false,"pushed_at":"2025-02-27T01:28:19.000Z","size":4544,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-08-07T20:52:23.998Z","etag":null,"topics":["clustering","clustering-algorithm","data-visualization","dbscan","dimensionality-reduction","kmeans","machine-learning","pca","python","tsne","umap"],"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/Fonzy0508.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":"2025-02-24T02:15:09.000Z","updated_at":"2025-02-27T01:28:23.000Z","dependencies_parsed_at":"2025-02-24T06:22:04.926Z","dependency_job_id":"e9a17f5a-bc01-4845-bf8b-63e8cd30d872","html_url":"https://github.com/Fonzy0508/Clustering-Distribution-Visualization-learning","commit_stats":null,"previous_names":["fonzy0508/clustering-distribution-visualization-learning"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Fonzy0508/Clustering-Distribution-Visualization-learning","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Fonzy0508%2FClustering-Distribution-Visualization-learning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Fonzy0508%2FClustering-Distribution-Visualization-learning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Fonzy0508%2FClustering-Distribution-Visualization-learning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Fonzy0508%2FClustering-Distribution-Visualization-learning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Fonzy0508","download_url":"https://codeload.github.com/Fonzy0508/Clustering-Distribution-Visualization-learning/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Fonzy0508%2FClustering-Distribution-Visualization-learning/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33147633,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-17T09:28:26.183Z","status":"ssl_error","status_checked_at":"2026-05-17T09:27:52.702Z","response_time":107,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":["clustering","clustering-algorithm","data-visualization","dbscan","dimensionality-reduction","kmeans","machine-learning","pca","python","tsne","umap"],"created_at":"2025-03-03T00:18:24.647Z","updated_at":"2026-05-17T17:34:54.643Z","avatar_url":"https://github.com/Fonzy0508.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Deep Learning \u0026 Clustering Explorations\n\nWelcome! 😊 This repository focuses on visualizing and exploring different deep learning and clustering techniques. The study involves using **Autoencoders**, **dimensionality reduction techniques**, and **clustering algorithms** to analyze high-dimensional data.\n\n## 📊 Visualizations\n\nThis study emphasizes visual analysis, including:\n\n- **Reconstructed images** (if applicable)\n- **2D \u0026 3D embeddings** after dimension reduction\n- **Clustering results** across different techniques\n\n## 🛠 Tools \u0026 Libraries\n\nThis project was built using **Google Colab** with:\n\n- **TensorFlow Keras** - for deep learning models 🤖\n- **Matplotlib** - for visualization 📊\n- **NumPy** - for numerical computations 🔢\n- **Scikit-learn** - for clustering and reduction algorithms 🏗️\n- **UMAP** - for nonlinear dimensionality reduction 🚀\n\n## 🎯 Goals\n\n- Explore how different **Autoencoders** transform data.\n- Compare **dimensionality reduction** techniques.\n- Evaluate how **clustering algorithms** perform on reduced data.\n- Provide clear **visual insights** into high-dimensional datasets.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffonzy0508%2Fclustering-distribution-visualization-learning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffonzy0508%2Fclustering-distribution-visualization-learning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffonzy0508%2Fclustering-distribution-visualization-learning/lists"}