{"id":46973506,"url":"https://github.com/sol-eng/model-management-python","last_synced_at":"2026-03-11T12:06:11.248Z","repository":{"id":37670968,"uuid":"251346273","full_name":"sol-eng/model-management-python","owner":"sol-eng","description":"Model Management with Python in RStudio","archived":false,"fork":false,"pushed_at":"2026-01-14T04:23:40.000Z","size":2446,"stargazers_count":3,"open_issues_count":43,"forks_count":2,"subscribers_count":3,"default_branch":"main","last_synced_at":"2026-01-14T07:31:42.570Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/sol-eng.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2020-03-30T15:24:44.000Z","updated_at":"2021-12-01T17:03:07.000Z","dependencies_parsed_at":"2024-04-17T01:42:21.502Z","dependency_job_id":"a28e9ef7-3440-481d-afef-3fb226b450b8","html_url":"https://github.com/sol-eng/model-management-python","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/sol-eng/model-management-python","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sol-eng%2Fmodel-management-python","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sol-eng%2Fmodel-management-python/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sol-eng%2Fmodel-management-python/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sol-eng%2Fmodel-management-python/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sol-eng","download_url":"https://codeload.github.com/sol-eng/model-management-python/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sol-eng%2Fmodel-management-python/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30380935,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-11T06:09:32.197Z","status":"ssl_error","status_checked_at":"2026-03-11T06:09:17.086Z","response_time":84,"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":[],"created_at":"2026-03-11T12:06:10.275Z","updated_at":"2026-03-11T12:06:11.242Z","avatar_url":"https://github.com/sol-eng.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Model Management with Python and RStudio\n\n## Overview\n\nThese example projects demonstrate a full model lifecycle for different versions\nof a model that were developed in Python and deployed to\n[RStudio Connect](https://www.rstudio.com/products/connect/) using Jupyter\nNotebooks, Flask, and Plotly Dash.\n\n![Model Management with RStudio](images/model-management-python.png)\n\n## Analysis\n\nThe data set used in this example involves demographic information and payment\nhistory of various customers and whether they defaulted/missed a payment on\ntheir credit accounts.\n\nThe example projects include:\n\n* [Model A - Model Training Notebook](https://colorado.rstudio.com/rsc/model-management-python/model-a-train/) [[login]](https://colorado.rstudio.com/rsc/connect/#/apps/5177)\n* [Model A - REST API Serving Model Predictions](https://colorado.rstudio.com/rsc/model-management-python/model-a-predict/) [[login]](https://colorado.rstudio.com/rsc/connect/#/apps/5182)\n* [Model B - Model Training Notebook](https://colorado.rstudio.com/rsc/model-management-python/model-b-train/) [[login]](https://colorado.rstudio.com/rsc/connect/#/apps/5178)\n* [Model B - REST API Serving Model Predictions](https://colorado.rstudio.com/rsc/model-management-python/model-b-predict/) [[login]](https://colorado.rstudio.com/rsc/connect/#/apps/5183)\n* [REST API Traffic Router for A/B Testing](https://colorado.rstudio.com/rsc/model-management-python/model-router/) [[login]](https://colorado.rstudio.com/rsc/connect/#/apps/5184)\n* [Interactive App to Query and Verify Model Results](https://colorado.rstudio.com/rsc/model-management-python/model-dashboard/) [[login]](https://colorado.rstudio.com/rsc/connect/#/apps/5271)\n\n## RStudio Professional Products\n\nRStudio Server Pro can be used with Jupyter Notebooks and machine learning\npackages to develop, train, and score models during development. RStudio Connect\ncan be used to deploy models and API routers as REST APIs and host published\nnotebooks with details on model training.\n\n## Documentation\n\nThe full example is documented at\nhttps://solutions.rstudio.com/data-science-admin/model-management/python/.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsol-eng%2Fmodel-management-python","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsol-eng%2Fmodel-management-python","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsol-eng%2Fmodel-management-python/lists"}