{"id":24483171,"url":"https://github.com/sukiboo/game_of_life","last_synced_at":"2026-05-19T11:31:26.671Z","repository":{"id":194080617,"uuid":"573840984","full_name":"sukiboo/game_of_life","owner":"sukiboo","description":"Solving Game of Life with Machine Learning","archived":false,"fork":false,"pushed_at":"2023-08-15T14:52:21.000Z","size":16486,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-03-14T19:52:28.627Z","etag":null,"topics":["backpropagation","game-of-life","neural-networks","supervised-machine-learning","tensorflow"],"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/sukiboo.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}},"created_at":"2022-12-03T15:50:32.000Z","updated_at":"2023-09-11T12:40:58.000Z","dependencies_parsed_at":"2023-09-11T15:29:26.921Z","dependency_job_id":"73f00650-805d-4a6a-b93a-7c6034abed16","html_url":"https://github.com/sukiboo/game_of_life","commit_stats":null,"previous_names":["sukiboo/game_of_life"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/sukiboo/game_of_life","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sukiboo%2Fgame_of_life","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sukiboo%2Fgame_of_life/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sukiboo%2Fgame_of_life/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sukiboo%2Fgame_of_life/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sukiboo","download_url":"https://codeload.github.com/sukiboo/game_of_life/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sukiboo%2Fgame_of_life/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33214279,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-19T07:54:09.561Z","status":"ssl_error","status_checked_at":"2026-05-19T07:54:08.508Z","response_time":58,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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":["backpropagation","game-of-life","neural-networks","supervised-machine-learning","tensorflow"],"created_at":"2025-01-21T12:31:14.401Z","updated_at":"2026-05-19T11:31:26.634Z","avatar_url":"https://github.com/sukiboo.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Solving Game of Life with Machine Learning\nThis repository contains the source code for the paper \"Data-Centric Approach to Constrained Machine Learning: A Case Study on Conway's Game of Life\"\n\n### Setup\nEach experiment is controlled by the configuration file in `./configs`.\nRun an experiment via\n```\npython -m main -c config_file_name\n```\n\nFor a detailed process of the training board design, see an [unhinged devlog](https://github.com/Ansebi/Game_Of_Life).\n\n### Training Board\n![game_of_life_board](https://github.com/sukiboo/game_of_life/assets/38059493/ab17205d-63e3-452a-be8c-2d20686185e2)\n\n### Results\n![success_1_recursive_tanh](https://github.com/sukiboo/game_of_life/assets/38059493/f16090ba-c116-4c98-8440-db5ca784844e)\n![success_1_recursive_relu](https://github.com/sukiboo/game_of_life/assets/38059493/bad6f13b-e587-482c-98a7-4cfce39d9b55)\n![success_2_recursive_tanh](https://github.com/sukiboo/game_of_life/assets/38059493/88cf79b2-8115-4f2b-866a-441739841b43)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsukiboo%2Fgame_of_life","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsukiboo%2Fgame_of_life","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsukiboo%2Fgame_of_life/lists"}