{"id":24862503,"url":"https://github.com/katerynazakharova/machine-learning","last_synced_at":"2026-05-03T16:32:45.063Z","repository":{"id":185486366,"uuid":"324749144","full_name":"KaterynaZakharova/Machine-Learning","owner":"KaterynaZakharova","description":"Example of a ML algorithm.","archived":false,"fork":false,"pushed_at":"2020-12-27T21:08:16.000Z","size":16440,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-26T17:50:27.675Z","etag":null,"topics":["gradient-boosting-classifier","gridsearchcv","machine-learning","ml","numpy","pandas","python3"],"latest_commit_sha":null,"homepage":"","language":"Python","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/KaterynaZakharova.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":"2020-12-27T11:42:35.000Z","updated_at":"2020-12-27T21:08:18.000Z","dependencies_parsed_at":"2023-09-10T14:01:12.784Z","dependency_job_id":null,"html_url":"https://github.com/KaterynaZakharova/Machine-Learning","commit_stats":null,"previous_names":["katerynazakharova/machine-learning"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/KaterynaZakharova/Machine-Learning","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KaterynaZakharova%2FMachine-Learning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KaterynaZakharova%2FMachine-Learning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KaterynaZakharova%2FMachine-Learning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KaterynaZakharova%2FMachine-Learning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/KaterynaZakharova","download_url":"https://codeload.github.com/KaterynaZakharova/Machine-Learning/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KaterynaZakharova%2FMachine-Learning/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32577122,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-03T06:36:36.687Z","status":"ssl_error","status_checked_at":"2026-05-03T06:36:09.306Z","response_time":103,"last_error":"SSL_read: 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":["gradient-boosting-classifier","gridsearchcv","machine-learning","ml","numpy","pandas","python3"],"created_at":"2025-01-31T22:57:37.985Z","updated_at":"2026-05-03T16:32:45.055Z","avatar_url":"https://github.com/KaterynaZakharova.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Machine Learning Example\n\n  Example of a ML algorithm. \n  In the example is used GradientBoostingClassifier and GridSearchCV.\n\n## Task Description\n  Train and test data contain the information about paid and unpaid fines. \nThe task is to predict whether a fine will be paid on time.\n\n  More detailed information about data is in the folder **\"datasets\"**.  \nThe output is:\n| ticket_id |   result  |\n|-----------|-----------|\n284932  |  0.205176\n285362  |  0.094864\n285361  |  0.228263\n285338  |  0.205176\n285346  |  0.228263\n  ...   |    ...   \n376496  |  0.094864\n376497  |  0.094864\n376499  |  0.228263\n376500  |  0.228263\n369851  |  0.486462\nName: compliance, Length: 61001, dtype: float32\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkaterynazakharova%2Fmachine-learning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkaterynazakharova%2Fmachine-learning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkaterynazakharova%2Fmachine-learning/lists"}