{"id":22560067,"url":"https://github.com/analyticalnahid/unsupervised-machine-learning","last_synced_at":"2025-03-28T12:13:17.170Z","repository":{"id":112816799,"uuid":"529353833","full_name":"analyticalnahid/Unsupervised-Machine-Learning","owner":"analyticalnahid","description":"Most popular unsupervised Machine Learning algorithms from scratch with implementation using Scikit-learn \u0026 others library ","archived":false,"fork":false,"pushed_at":"2022-08-31T14:07:33.000Z","size":11036,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-02-02T12:37:36.767Z","etag":null,"topics":["machine-learning-algorithms","machinelearning-python","unsupervised-clustering","unsupervised-feature-learning","unsupervised-learning","unsupervised-learning-algorithms","unsupervised-machine-learning"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/analyticalnahid.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}},"created_at":"2022-08-26T17:45:25.000Z","updated_at":"2022-08-27T18:23:31.000Z","dependencies_parsed_at":null,"dependency_job_id":"5deb14ec-beff-43ba-90f9-595b0cadb285","html_url":"https://github.com/analyticalnahid/Unsupervised-Machine-Learning","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/analyticalnahid%2FUnsupervised-Machine-Learning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/analyticalnahid%2FUnsupervised-Machine-Learning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/analyticalnahid%2FUnsupervised-Machine-Learning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/analyticalnahid%2FUnsupervised-Machine-Learning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/analyticalnahid","download_url":"https://codeload.github.com/analyticalnahid/Unsupervised-Machine-Learning/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246026113,"owners_count":20711581,"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":["machine-learning-algorithms","machinelearning-python","unsupervised-clustering","unsupervised-feature-learning","unsupervised-learning","unsupervised-learning-algorithms","unsupervised-machine-learning"],"created_at":"2024-12-07T21:10:48.347Z","updated_at":"2025-03-28T12:13:17.151Z","avatar_url":"https://github.com/analyticalnahid.png","language":"Jupyter Notebook","readme":"# Unsupervised-Machine-Learning\nMost popular unsupervised Machine Learning algorithms from scratch with implementation using Scikit-learn and others library.\n\n\n## 1. Clustering \n\n#### 1.1 KMeans Clustering   \n#### 1.2 Heirarchical Clustering\n#### 1.3 Density-based Spatial Clustering of Applications With Noise (DBScan)\n    \n## 2. Dimensionality Reduction \n#### 2.1 Principal Component Analysis (PCA)\n#### 2.2 Linear Discriminant Analysis (LDA)\n#### 2.3 t-Distributed Stochastic Neighbor Embedding (t-SNE)\n\n## 3. Anomaly Detection\n#### 3.1 Anomaly detection using Isolation Forest\n#### 3.1 Anomaly detection usning PyCaret\n    \n## 4. Association Rule Learning\n#### 4.1 Apriori\n#### 4.2 ECLAT\n#### 4.3 Frequent Pattern (FP)\n#### 4.4 Market Basket Analysis\n\n\n## 🔗 Links\n\u003ch2 align=\"center\"\u003eConnect with me:\u003c/h2\u003e  \n\u003cp align=\"center\"\u003e\n\u003ca href=\"https://twitter.com/analyticalnahid\" target=\"blank\"\u003e\u003cimg align=\"center\" src=\"https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/twitter.svg\" alt=\"analyticalnahid\" height=\"30\" width=\"40\" /\u003e\u003c/a\u003e\n\u003ca href=\"https://linkedin.com/in/analyticalnahid\" target=\"blank\"\u003e\u003cimg align=\"center\" src=\"https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/linked-in-alt.svg\" alt=\"analyticalnahid\" height=\"30\" width=\"40\" /\u003e\u003c/a\u003e\n\u003ca href=\"https://github.com/analyticalnahid\" target=\"blank\"\u003e\u003cimg align=\"center\" src=\"https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/github.svg\" alt=\"analyticalnahid\" height=\"30\" width=\"40\" /\u003e\u003c/a\u003e\n\u003ca href=\"https://facebook.com/iamtechnicalnahid\" target=\"blank\"\u003e\u003cimg align=\"center\" src=\"https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/facebook.svg\" alt=\"iamtechnicalnahid\" height=\"30\" width=\"40\" /\u003e\u003c/a\u003e\n\u003ca href=\"https://instagram.com/analyticalnahid\" target=\"blank\"\u003e\u003cimg align=\"center\" src=\"https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/instagram.svg\" alt=\"analyticalnahid\" height=\"30\" width=\"40\" /\u003e\u003c/a\u003e\n\u003ca href=\"https://analyticalnahid.medium.com\" target=\"blank\"\u003e\u003cimg align=\"center\" src=\"https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/medium.svg\" alt=\"https://analyticalnahid.medium.com\" height=\"30\" width=\"40\" /\u003e\u003c/a\u003e\n\u003ca href=\"https://www.youtube.com/channel/UCLeFKnFwC11FQWvtFk32vJQ\" target=\"blank\"\u003e\u003cimg align=\"center\" src=\"https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/youtube.svg\" alt=\"https://www.youtube.com/channel/UCLeFKnFwC11FQWvtFk32vJQ\" height=\"30\" width=\"40\" /\u003e\u003c/a\u003e\n\u003c/p\u003e\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanalyticalnahid%2Funsupervised-machine-learning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fanalyticalnahid%2Funsupervised-machine-learning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanalyticalnahid%2Funsupervised-machine-learning/lists"}