{"id":13494274,"url":"https://github.com/bitnulleins/autoDS","last_synced_at":"2025-03-28T13:32:52.224Z","repository":{"id":236791073,"uuid":"793133662","full_name":"bitnulleins/autoDS","owner":"bitnulleins","description":"AutoML Web Frontend for automated Data Science","archived":false,"fork":false,"pushed_at":"2024-06-12T08:10:13.000Z","size":250,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-08-01T19:49:33.437Z","etag":null,"topics":["autods","automl","pycaret","streamlit","webapp"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":false,"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/bitnulleins.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}},"created_at":"2024-04-28T14:22:20.000Z","updated_at":"2024-06-12T08:10:16.000Z","dependencies_parsed_at":null,"dependency_job_id":"97cbe106-4e66-41d2-abf2-a5fb58ee2ca5","html_url":"https://github.com/bitnulleins/autoDS","commit_stats":null,"previous_names":["bitnulleins/autods"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bitnulleins%2FautoDS","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bitnulleins%2FautoDS/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bitnulleins%2FautoDS/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bitnulleins%2FautoDS/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/bitnulleins","download_url":"https://codeload.github.com/bitnulleins/autoDS/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":222382544,"owners_count":16975383,"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":["autods","automl","pycaret","streamlit","webapp"],"created_at":"2024-07-31T19:01:23.385Z","updated_at":"2024-10-31T08:32:10.404Z","avatar_url":"https://github.com/bitnulleins.png","language":"Python","funding_links":[],"categories":["Python"],"sub_categories":[],"readme":"\u003cp align=\"center\"\u003e\n\u003cimg src=\"./src/_static/images/logo.svg\" width=\"300\"\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n\u003cimg src=\"https://img.shields.io/badge/version-1.0.0-blue\" /\u003e \u003cimg src=\"https://img.shields.io/github/license/bitnulleins/autoDS\" /\u003e \n\u003c/p\u003e\n\n*autoDS* stands for Automatic Data Science and is an Open-Source tool that automates as many phases of the data science life cycle as possible. This tool makes it possible to automatically train a regression model for a specific label, use it to make predictions and deploy it as an API.\n\n- **Upload data**: Load the pre-processed data set, select the label and prepare for next steps.\n- **EDA**: Explore data in deeply with Exploratory Data Analysis.\n- **Training**: A (new) best model is trained with AutoML.\n- **Prediction**: You can make predictions with an old or new model.\n- **Deployment**: You can deploy the trained model to an API, used for other systems.\n\n\u003cimg src=\"./src/_static/images/pipeline.svg\"\u003e\n\n## Screenshot\n\n\u003cp align=\"center\"\u003e\n\u003cimg src=\"./src/_static/images/screenshot.png\"\u003e\n\u003c/p\u003e\n\n## How to use\n\nDon't forget to rename [sample.env](sample.env) to `.env`!\n\n**Step: 1 Install dependencies via `pip`**\n```\npython3 -m pip install pipenv\npython3 -m pipenv install\n```\n\n**Step 2: Run server**\n```shell\npython3 -m pipenv run server\n```\n\n**Step 3: Test API after successfully run**\n```shell\npython3 -m pipenv run api\n```\n\nCall URL http://localhost:8501 or change frontend with [configuration](./.streamlit).\n\n## Used tech stack\n\n- Backend: Python 3.11\n- API: [FastAPI](https://github.com/tiangolo/fastapi)\n- Frontend: [Streamlit](https://github.com/streamlit)\n- AutoML: [PyCaret](https://github.com/pycaret/pycaret)\n- EDA: [Pandas and YData Profiling](https://github.com/ydataai/ydata-profiling)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbitnulleins%2FautoDS","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbitnulleins%2FautoDS","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbitnulleins%2FautoDS/lists"}