{"id":22622156,"url":"https://github.com/ntinouldinho/expectation-maximization-machine-learning-algorithm","last_synced_at":"2026-04-28T22:32:10.884Z","repository":{"id":226632457,"uuid":"377794158","full_name":"ntinouldinho/Expectation-Maximization-Machine-Learning-Algorithm","owner":"ntinouldinho","description":null,"archived":false,"fork":false,"pushed_at":"2021-06-18T18:43:02.000Z","size":394,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-03-29T02:29:12.132Z","etag":null,"topics":["artificial-intelligence","em-algorithm","machine-learning","python"],"latest_commit_sha":null,"homepage":"","language":"Jupyter 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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":["artificial-intelligence","em-algorithm","machine-learning","python"],"created_at":"2024-12-08T23:13:27.465Z","updated_at":"2026-04-28T22:32:10.869Z","avatar_url":"https://github.com/ntinouldinho.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Expectation-Maximization-Machine-Learning-Algorithm\n \nThis is our original photo before applying our Expectation Maximization Algorithm:\n\n![Alt text](im.jpg)\n\nWe test our algorithm using a variety of \u003cstrong\u003e K values (1,2,4,8,16,32,64) \u003c/strong\u003e.\nThe total runtime for the rendering and for the algorithm to complete all iterations (if needed) was 48'.\n\nBelow we see a side by side comparison of the results for each value of K.\nFor the value of K=64 we notice that the algorithm has come quite close to immitating the image.\n\nK=1:\n\n\u003cp float=\"left\"\u003e\n  \u003cimg src=\"NewImages/K1.jpg\" width=\"400\" /\u003e\n  \u003cimg src=\"/im.jpg\" width=\"400\" /\u003e \n\u003c/p\u003e\n\nK=2:\n\n\u003cp float=\"left\"\u003e\n  \u003cimg src=\"NewImages/K2.jpg\" width=\"400\" /\u003e\n  \u003cimg src=\"/im.jpg\" width=\"400\" /\u003e \n\u003c/p\u003e\n\n\nK=4:\n\n\u003cp float=\"left\"\u003e\n  \u003cimg src=\"NewImages/K4.jpg\" width=\"400\" /\u003e\n  \u003cimg src=\"/im.jpg\" width=\"400\" /\u003e \n\u003c/p\u003e\n\nK=8:\n\n\u003cp float=\"left\"\u003e\n  \u003cimg src=\"NewImages/K8.jpg\" width=\"400\" /\u003e\n  \u003cimg src=\"/im.jpg\" width=\"400\" /\u003e \n\u003c/p\u003e\n\n\nK=16:\n\n\u003cp float=\"left\"\u003e\n  \u003cimg src=\"NewImages/K16.jpg\" width=\"400\" /\u003e\n  \u003cimg src=\"/im.jpg\" width=\"400\" /\u003e \n\u003c/p\u003e\n\n\nK=32:\n\n\u003cp float=\"left\"\u003e\n  \u003cimg src=\"NewImages/K32.jpg\" width=\"400\" /\u003e\n  \u003cimg src=\"/im.jpg\" width=\"400\" /\u003e \n\u003c/p\u003e\n\nK=64:\n\n\u003cp float=\"left\"\u003e\n  \u003cimg src=\"NewImages/K64.jpg\" width=\"400\" /\u003e\n  \u003cimg src=\"/im.jpg\" width=\"400\" /\u003e \n\u003c/p\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fntinouldinho%2Fexpectation-maximization-machine-learning-algorithm","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fntinouldinho%2Fexpectation-maximization-machine-learning-algorithm","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fntinouldinho%2Fexpectation-maximization-machine-learning-algorithm/lists"}