{"id":20644653,"url":"https://github.com/epistasislab/ml-analyst","last_synced_at":"2025-06-17T06:05:15.817Z","repository":{"id":74012049,"uuid":"127961874","full_name":"EpistasisLab/ml-analyst","owner":"EpistasisLab","description":"Analysis pipeline for quick ML analyses.","archived":false,"fork":false,"pushed_at":"2018-10-04T16:41:47.000Z","size":69,"stargazers_count":11,"open_issues_count":0,"forks_count":5,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-04-16T02:09:28.439Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/EpistasisLab.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}},"created_at":"2018-04-03T19:59:53.000Z","updated_at":"2023-03-05T02:42:06.000Z","dependencies_parsed_at":"2023-10-17T13:15:23.691Z","dependency_job_id":null,"html_url":"https://github.com/EpistasisLab/ml-analyst","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/EpistasisLab/ml-analyst","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/EpistasisLab%2Fml-analyst","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/EpistasisLab%2Fml-analyst/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/EpistasisLab%2Fml-analyst/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/EpistasisLab%2Fml-analyst/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/EpistasisLab","download_url":"https://codeload.github.com/EpistasisLab/ml-analyst/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/EpistasisLab%2Fml-analyst/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":260301993,"owners_count":22988719,"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":[],"created_at":"2024-11-16T16:17:10.105Z","updated_at":"2025-06-17T06:05:15.806Z","avatar_url":"https://github.com/EpistasisLab.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ML Analyst\n\nThis project is designed to help rapidly apply a standard machine learning analysis to a new data set. \n\n\n# Usage\n\n## running the analysis \n\n\u003e I want to run logistic regression, random forests, and neural nets on my dataset. i want to scale the features. \n\n```python\npython analyze.py path/to/dataset -ml LogisticRegression,RandomForestClassifier,MLPClassifier -prep RobustScaler \n```\n\u003e I want to tune the parameters of each method using 100 combinations, and run 10 shuffles of the data.   \n\n```python\npython analyze.py path/to/dataset -ml LogisticRegression,RandomForestClassifier,MLPClassifier -prep RobustScaler -n_combos 100 -n_trials 10\n```\n\n\u003e what other options are there?\n```\npython analyze.py -h\n```\n\n## generating comparisons\n\n```python\npython compare.py path/to/results \n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fepistasislab%2Fml-analyst","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fepistasislab%2Fml-analyst","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fepistasislab%2Fml-analyst/lists"}