{"id":16253011,"url":"https://github.com/digitsensitive/neuroevolution-typescript","last_synced_at":"2025-03-19T20:31:47.399Z","repository":{"id":65457031,"uuid":"100183718","full_name":"digitsensitive/neuroevolution-typescript","owner":"digitsensitive","description":"Neuroevolution library in Typescript","archived":false,"fork":false,"pushed_at":"2023-01-20T12:40:19.000Z","size":31,"stargazers_count":3,"open_issues_count":0,"forks_count":5,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-03-17T10:52:06.579Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"TypeScript","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/digitsensitive.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","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":"2017-08-13T14:51:14.000Z","updated_at":"2019-05-31T22:26:09.000Z","dependencies_parsed_at":"2023-02-12T02:00:16.479Z","dependency_job_id":null,"html_url":"https://github.com/digitsensitive/neuroevolution-typescript","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/digitsensitive%2Fneuroevolution-typescript","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/digitsensitive%2Fneuroevolution-typescript/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/digitsensitive%2Fneuroevolution-typescript/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/digitsensitive%2Fneuroevolution-typescript/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/digitsensitive","download_url":"https://codeload.github.com/digitsensitive/neuroevolution-typescript/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244501449,"owners_count":20462863,"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":"2024-10-10T15:15:39.716Z","updated_at":"2025-03-19T20:31:42.386Z","avatar_url":"https://github.com/digitsensitive.png","language":"TypeScript","readme":"# Neuroevolution in Typescript\n\n\u0026nbsp;\u0026nbsp;\n[![GitHub issues](https://img.shields.io/github/issues/digitsensitive/neuroevolution-typescript.svg)](https://github.com/digitsensitive/neuroevolution-typescript/issues)\n[![GitHub stars](https://img.shields.io/github/stars/digitsensitive/neuroevolution-typescript.svg)](https://github.com/digitsensitive/neuroevolution-typescript/stargazers)\n![Contributions welcome](https://img.shields.io/badge/contributions-welcome-orange.svg)\n[![Code style: prettier](https://img.shields.io/badge/code_style-prettier-ff69b4.svg)](https://github.com/prettier/prettier)\n[![GitHub license](https://img.shields.io/github/license/digitsensitive/neuroevolution-typescript.svg)](https://github.com/digitsensitive/neuroevolution-typescript)\n\n## Neuroevolution\n\nNeuroevolution, or neuro-evolution, is a form of machine learning that uses evolutionary algorithms to train artificial neural networks. It is most commonly applied in artificial life, computer games, and evolutionary robotics. A main benefit is that neuroevolution can be applied more widely than supervised learning algorithms, which require a syllabus of correct input-output pairs. In contrast, neuroevolution requires only a measure of a network's performance at a task. For example, the outcome of a game (i.e. whether one player won or lost) can be easily measured without providing labeled examples of desired strategies.\n\n## Motivation\n\nThis library has been greatly influenced by [xviniette](https://github.com/xviniette/FlappyLearning).\nMy motivation was to rewrite it in TypeScript.\n\n## Usage\n\n`import * as Neuroevolution from './node_modules/neuroevolution-typescript/main';`\n\n\n## Ressources\n\n[Deep Neuroevolution: Genetic Algorithms are a Competitive Alternative for\nTraining Deep Neural Networks for Reinforcement Learning](https://arxiv.org/pdf/1712.06567.pdf)  \n\n## Changelog\n\n[Learn about the latest improvements](https://github.com/digitsensitive/neuroevolution-typescript/blob/master/CHANGELOG.md)\n\n## Contributing\n\nWant to correct a bug, contribute some code, or improve the codes? Excellent! Let me know!\nPlease read [CONTRIBUTING.md](https://github.com/digitsensitive/neuroevolution-typescript/blob/master/CONTRIBUTING.md) for details on our code of conduct.\n\n## License\n\nThis project is licensed under the MIT License - see the [LICENSE.md](https://github.com/digitsensitive/neuroevolution-typescript/blob/master/LICENSE) file for details.\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdigitsensitive%2Fneuroevolution-typescript","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdigitsensitive%2Fneuroevolution-typescript","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdigitsensitive%2Fneuroevolution-typescript/lists"}