{"id":20472968,"url":"https://github.com/adityajn105/cognilearn","last_synced_at":"2025-07-29T03:39:17.253Z","repository":{"id":141264172,"uuid":"175487676","full_name":"adityajn105/cognilearn","owner":"adityajn105","description":"A set of some Machine Learning utils frequently used by me while working as Data Scientist in Cognizant","archived":false,"fork":false,"pushed_at":"2019-04-05T18:54:16.000Z","size":37,"stargazers_count":1,"open_issues_count":1,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-03-05T13:52:45.256Z","etag":null,"topics":["business-analytics","cognilearn","data-science","decile-analysis"],"latest_commit_sha":null,"homepage":"","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/adityajn105.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":"2019-03-13T19:41:26.000Z","updated_at":"2019-04-05T19:00:22.000Z","dependencies_parsed_at":null,"dependency_job_id":"7b393d26-57ff-4afa-b3a3-3280a8e6eb33","html_url":"https://github.com/adityajn105/cognilearn","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/adityajn105/cognilearn","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/adityajn105%2Fcognilearn","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/adityajn105%2Fcognilearn/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/adityajn105%2Fcognilearn/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/adityajn105%2Fcognilearn/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/adityajn105","download_url":"https://codeload.github.com/adityajn105/cognilearn/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/adityajn105%2Fcognilearn/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":267624425,"owners_count":24117415,"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","status":"online","status_checked_at":"2025-07-29T02:00:12.549Z","response_time":2574,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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":["business-analytics","cognilearn","data-science","decile-analysis"],"created_at":"2024-11-15T14:22:51.682Z","updated_at":"2025-07-29T03:39:17.200Z","avatar_url":"https://github.com/adityajn105.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# cognilearn\nA set of some ML utils frequently used by me while working as Data Scientist in Cognizant\n\n## Getting Started\nThese instructions will get you a copy of the library up and running on your local machine for development and testing purposes. See deployment for notes on how to deploy the project on a live system.\n\n### Prerequisites\nYou need Python 3.x.x for sure, and following libraries\n1. scikit-learn\n2. pandas\n3. matplotlib\n4. seaborn\n\n### Installing\nFollwoing step by step commands will tell you how to get a library running\n\n1. Firstly install the prerequisites\n```\npip install -r requirements.txt\n```\n\n2. Now build the wheel package\n```\npython setup.py sdist bdist_wheel\n```\n\n3. This command should output a lot of text and once completed should generate two files in the dist directory:\n```\ndist/\n  cognilearn_adityajain-0.0.3-py3-none-any.whl\n  cognilearn_adityajain-0.0.3.tar.gz\n```\n\n4. Go to dist directory and install package using following command\n```\npip install cognilearn_adityajain-0.0.3-py3-none-any.whl\n```\n\n\n## Package Discription/Tree\nCurrently package contains following features. More will be added soon\n\n1. In cognilearn.metrics\n\t* sensitivity\n\t* specificity\n\t* accuracy\n\t* roc_curves\n\t* specificity_vs_sensitivity\n\t* confusion_matrix_modified\n\n2. In cognilearn.feature_selection\n\t* backward_selection\n\t* forward_selection\n\n3. In cognilearn.analysis\n\t* decile_analysis\n\t* information_value\n\t* prepareDeciles\n\n4. In cognilearn.preprocessing\n\t* correlation_graph\n\n5. In cognilearn.ensemble\n\t* Stacker\n\n\n## Contributing\n\nPlease feel free to contribute to the library. If you have something which can ease the work of data scientist around the world, just fork repository and give a pull request or directly contact me and provide code snippet. I would love to put your name in contributors.\n\n## Versioning\n\nCurrent version is 0.0.3. We will release new version every month.\n\n## Authors\n\n* **Aditya Jain** - [Portfolio](https://adityajn105.github.io)\n\nSee also the list of [contributors](https://github.com/adityajn105/cognilearn/graphs/contributors) who participated in this project.\n\n## License\n\nThis project is licensed under the GNU General Public License v3.0 - see the [LICENSE.md](https://github.com/adityajn105/cognilearn/blob/master/LICENSE) file for details\n\n## Acknowledgments\n\n* Keshav Kumar\n* Cognizant Data Science Team","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fadityajn105%2Fcognilearn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fadityajn105%2Fcognilearn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fadityajn105%2Fcognilearn/lists"}