{"id":26116603,"url":"https://github.com/yisaienkov/evaluations","last_synced_at":"2025-04-13T06:50:35.774Z","repository":{"id":50162740,"uuid":"284656099","full_name":"yisaienkov/evaluations","owner":"yisaienkov","description":"This library implements various metrics (including Kaggle Competition, Medicine) for evaluating ML, DL, AI models, and algorithms. 📐📊📈📉📏","archived":false,"fork":false,"pushed_at":"2022-12-08T11:21:41.000Z","size":71,"stargazers_count":14,"open_issues_count":8,"forks_count":1,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-03-26T23:11:18.708Z","etag":null,"topics":["evaluations","kaggle","kaggle-competition","metrics","metrics-library","pypi","python","python-library","python3"],"latest_commit_sha":null,"homepage":"","language":"Python","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/yisaienkov.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":"2020-08-03T09:19:34.000Z","updated_at":"2023-05-24T17:29:47.000Z","dependencies_parsed_at":"2023-01-25T08:00:33.323Z","dependency_job_id":null,"html_url":"https://github.com/yisaienkov/evaluations","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/yisaienkov%2Fevaluations","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yisaienkov%2Fevaluations/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yisaienkov%2Fevaluations/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yisaienkov%2Fevaluations/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/yisaienkov","download_url":"https://codeload.github.com/yisaienkov/evaluations/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248637350,"owners_count":21137531,"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":["evaluations","kaggle","kaggle-competition","metrics","metrics-library","pypi","python","python-library","python3"],"created_at":"2025-03-10T09:47:10.089Z","updated_at":"2025-04-13T06:50:35.752Z","avatar_url":"https://github.com/yisaienkov.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Evaluations\n[![PyPI version](https://badge.fury.io/py/evaluations.svg)](https://badge.fury.io/py/evaluations)\n[![Documentation Status](https://readthedocs.org/projects/evaluations/badge/?version=latest)](https://evaluations.readthedocs.io/en/latest/?badge=latest)\n\n* The library implements various metrics for evaluating machine learning algorithms\n* Includes some of the [Kaggle Competitions](https://www.kaggle.com/competitions) metrics.\n\n\n## Table of contents\n- [How to use](#how-to-use)\n- [Installation](#installation)\n  - [PyPI](#pypi)\n- [Documentation](#documentation)\n- [Authors](#authors)\n\n\n## How to use\n\n```\n\u003e\u003e\u003e from evaluations.classification import confusion_matrix_binary\n\u003e\u003e\u003e confusion_matrix_binary([1, 1, 0, 0], [1, 0, 0, 1])\n{'tp': 1, 'tn': 1, 'fp': 1, 'fn': 1}\n```\n\n## Installation\n\n### PyPI\nYou can use pip to install evaluations:\n```\npip install evaluations\n```\nYou can clone and install the latest version of the library from GitHub:\n```\npip install -U git+https://github.com/yisaienkov/evaluations\n```\n\n## Documentation\nThe full documentation is available at [https://evaluations.readthedocs.io/](https://evaluations.readthedocs.io/).\n\n## Authors\n[Yaroslav Isaienkov](https://www.linkedin.com/in/yisaienkov/)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyisaienkov%2Fevaluations","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fyisaienkov%2Fevaluations","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyisaienkov%2Fevaluations/lists"}