{"id":16597952,"url":"https://github.com/alexioannides/bodywork-mlops-demo","last_synced_at":"2025-10-29T13:30:31.303Z","repository":{"id":40956935,"uuid":"327224736","full_name":"AlexIoannides/bodywork-mlops-demo","owner":"AlexIoannides","description":"Demonstrating how Bodywork can be used to deploy a simulation of the lifecycle of a train-and-serve ML pipeline, responding to new data undergoing concept drift.","archived":true,"fork":false,"pushed_at":"2022-09-30T20:12:08.000Z","size":554,"stargazers_count":9,"open_issues_count":3,"forks_count":1,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-02-10T07:44:08.000Z","etag":null,"topics":["aws","data-science","docker","kubernetes","machine-learning","mlops","numpy","python","scikit-learn"],"latest_commit_sha":null,"homepage":"https://bodywork.readthedocs.io/en/latest/","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/AlexIoannides.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}},"created_at":"2021-01-06T06:45:35.000Z","updated_at":"2023-08-07T22:21:42.000Z","dependencies_parsed_at":"2023-01-18T09:49:21.679Z","dependency_job_id":null,"html_url":"https://github.com/AlexIoannides/bodywork-mlops-demo","commit_stats":null,"previous_names":[],"tags_count":2,"template":false,"template_full_name":"bodywork-ml/bodywork-ml-pipeline-project","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AlexIoannides%2Fbodywork-mlops-demo","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AlexIoannides%2Fbodywork-mlops-demo/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AlexIoannides%2Fbodywork-mlops-demo/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AlexIoannides%2Fbodywork-mlops-demo/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AlexIoannides","download_url":"https://codeload.github.com/AlexIoannides/bodywork-mlops-demo/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":238825811,"owners_count":19537132,"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":["aws","data-science","docker","kubernetes","machine-learning","mlops","numpy","python","scikit-learn"],"created_at":"2024-10-12T00:07:10.647Z","updated_at":"2025-10-29T13:30:24.813Z","avatar_url":"https://github.com/AlexIoannides.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Simulating the Lifecycle of a ML Pipeline on Kubernetes\n\n![bodywork](https://bodywork-media.s3.eu-west-2.amazonaws.com/ml_system_testing.png)\n\nThis repository contains a Bodywork machine learning project that simulates the lifecycle of a train-and-deploy pipeline responding to new data undergoing concept drift. Each day a new tranche of synthetic data is simulated and used to test a model deployed as a model-scoring service. The new data is then combined with historical data and used to train a new model that will be used for the following day.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falexioannides%2Fbodywork-mlops-demo","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Falexioannides%2Fbodywork-mlops-demo","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falexioannides%2Fbodywork-mlops-demo/lists"}