{"id":48063525,"url":"https://github.com/y-bar/ml-based-anomaly-detection","last_synced_at":"2026-04-04T14:34:31.624Z","repository":{"id":37228401,"uuid":"210321800","full_name":"y-bar/ml-based-anomaly-detection","owner":"y-bar","description":"Spectral Residual","archived":false,"fork":false,"pushed_at":"2022-12-26T21:00:53.000Z","size":436,"stargazers_count":79,"open_issues_count":15,"forks_count":18,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-11-27T21:37:45.455Z","etag":null,"topics":["anomaly-detection","data-science","python"],"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/y-bar.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2019-09-23T09:57:28.000Z","updated_at":"2025-01-03T22:19:28.000Z","dependencies_parsed_at":"2023-01-31T01:45:54.604Z","dependency_job_id":null,"html_url":"https://github.com/y-bar/ml-based-anomaly-detection","commit_stats":null,"previous_names":["y-bar/spectral-residual"],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/y-bar/ml-based-anomaly-detection","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/y-bar%2Fml-based-anomaly-detection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/y-bar%2Fml-based-anomaly-detection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/y-bar%2Fml-based-anomaly-detection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/y-bar%2Fml-based-anomaly-detection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/y-bar","download_url":"https://codeload.github.com/y-bar/ml-based-anomaly-detection/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/y-bar%2Fml-based-anomaly-detection/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31402875,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-04T10:20:44.708Z","status":"ssl_error","status_checked_at":"2026-04-04T10:20:06.846Z","response_time":60,"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":["anomaly-detection","data-science","python"],"created_at":"2026-04-04T14:34:31.537Z","updated_at":"2026-04-04T14:34:31.615Z","avatar_url":"https://github.com/y-bar.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ML-based Anomaly Detection\n[![Travis-CI Build\nStatus](https://travis-ci.org/y-bar/spectral-residual.svg?branch=master)](https://travis-ci.com/y-bar/spectral-residual)\n\nAnomaly Detection by Machine Learning\n\n## Introduction\nThe algorithm is based on the following paper\n\n* Spectral Residuals\n\nHansheng Ren, Bixiong Xu, Yujing Wang, Chao Yi, Congrui Huang, Xiaoyu Kou, Tony Xing, Mao Yang, Jie Tong, Qi Zhang. Time-Series Anomaly Detection Service at Microsoft.\" \narXiv preprint [arXiv:1906.03821](https://arxiv.org/abs/1906.03821) (2019).\n\n\n## Examples\nExample jupyter notebooks are located [here](https://github.com/yoshinaga0106/sr/tree/master/notebook)\n\n\n## Installation\n```bash\n$ pip install sranodec\n```\n\n## Notes\nI will also add SR-CNN and other methods.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fy-bar%2Fml-based-anomaly-detection","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fy-bar%2Fml-based-anomaly-detection","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fy-bar%2Fml-based-anomaly-detection/lists"}