{"id":20819984,"url":"https://github.com/elo7/autoshap","last_synced_at":"2025-05-11T21:30:51.825Z","repository":{"id":40970477,"uuid":"239527658","full_name":"elo7/AutoSHAP","owner":"elo7","description":"AutoSHAP is a framework to automate explainable machine learning","archived":true,"fork":false,"pushed_at":"2024-06-17T23:07:45.000Z","size":1680,"stargazers_count":1,"open_issues_count":3,"forks_count":0,"subscribers_count":54,"default_branch":"master","last_synced_at":"2025-03-12T06:19:43.301Z","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":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/elo7.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":"2020-02-10T14:11:51.000Z","updated_at":"2024-07-29T13:10:35.000Z","dependencies_parsed_at":"2023-01-18T12:31:30.619Z","dependency_job_id":null,"html_url":"https://github.com/elo7/AutoSHAP","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/elo7%2FAutoSHAP","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/elo7%2FAutoSHAP/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/elo7%2FAutoSHAP/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/elo7%2FAutoSHAP/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/elo7","download_url":"https://codeload.github.com/elo7/AutoSHAP/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":253638828,"owners_count":21940432,"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":"2024-11-17T22:07:59.451Z","updated_at":"2025-05-11T21:30:49.310Z","avatar_url":"https://github.com/elo7.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# AutoSHAP\n\nAutoSHAP is a library still in development by the [Elo7](https://www.elo7.com.br) data science and search teams.\n\nAutoSHAP is a simple framework built on top of [SHAP](https://github.com/slundberg/shap) to make it simple to engineers access explanations in a daily basis setting just a few parameters. It has two main classes, _FullPipeline_ and _SHAPViews_. The first runs the entire pipeline depicted in image bellow, i.e., it instances a [XGBoost](https://xgboost.readthedocs.io/en/latest/) model, makes hyperparameter optimization, computes the Shapley values with the best model, saves the XGBoost model and data and make plots as a result.\n\n\u003cimg src=\"images/autoshap-pipeline.jpg\"\n     alt=\"images/autoshap-pipeline\"\n     style=\"float: left; margin-right: 3px; width: 200;\" /\u003e  \n     \nThe second class, _SHAPViews_, allows one to see interactive plots of features and Shapley values. This is specially useful to analyze the distribution of some feature values while filtering them by some chosen Shapley Values.\n\n## Installation\n\nClone this repository,\n```bash\ngit clone git@github.com:elo7/AutoSHAP.git\n```\nand inside it use pip to install:\n```bash\npip install .\n```\n\n## Examples\n\nYou can check application examples in the [notebooks](notebooks/)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Felo7%2Fautoshap","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Felo7%2Fautoshap","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Felo7%2Fautoshap/lists"}