{"id":22781801,"url":"https://github.com/fronkongames/machine-learning-game-ideas","last_synced_at":"2026-05-09T02:35:20.604Z","repository":{"id":114336340,"uuid":"481306599","full_name":"FronkonGames/Machine-Learning-Game-Ideas","owner":"FronkonGames","description":"Game ideas generation using neural networks","archived":false,"fork":false,"pushed_at":"2022-04-17T18:38:24.000Z","size":54954,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-06-14T23:43:32.346Z","etag":null,"topics":["game-development","gamedev","gamedevelopment","keras","lstm","machine-learning","mit-license","python","rnn","tensorflow","tensorflow2"],"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/FronkonGames.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","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":"2022-04-13T17:12:15.000Z","updated_at":"2022-04-15T16:55:34.000Z","dependencies_parsed_at":null,"dependency_job_id":"d65dd722-2694-432b-992a-3d4459344724","html_url":"https://github.com/FronkonGames/Machine-Learning-Game-Ideas","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/FronkonGames/Machine-Learning-Game-Ideas","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/FronkonGames%2FMachine-Learning-Game-Ideas","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/FronkonGames%2FMachine-Learning-Game-Ideas/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/FronkonGames%2FMachine-Learning-Game-Ideas/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/FronkonGames%2FMachine-Learning-Game-Ideas/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/FronkonGames","download_url":"https://codeload.github.com/FronkonGames/Machine-Learning-Game-Ideas/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/FronkonGames%2FMachine-Learning-Game-Ideas/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":272013749,"owners_count":24858515,"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":"2025-08-25T02:00:12.092Z","response_time":1107,"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":["game-development","gamedev","gamedevelopment","keras","lstm","machine-learning","mit-license","python","rnn","tensorflow","tensorflow2"],"created_at":"2024-12-11T21:08:38.842Z","updated_at":"2026-05-09T02:35:15.571Z","avatar_url":"https://github.com/FronkonGames.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cp align=\"center\"\u003e\u003cimg src=\"images/banner.png\"/\u003e\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\u003cb\u003eGame Ideas Generation Using Neural Networks\u003c/b\u003e\u003c/p\u003e\n\u003cbr\u003e\n\u003c!--\n\u003cp align=\"center\"\u003e\n  \u003ca style=\"text-decoration:none\"\u003e\n    \u003cimg src=\"https://img.shields.io/github/pipenv/locked/python-version/FronkonGames/Machine-Learning-Game-Ideas\" alt=\"python\" /\u003e\n  \u003c/a\u003e  \n\u003c/p\u003e\n--\u003e\n\n# 🔧 Requisites\n\n- Pyhton 3.8\n- Numpy 1.2\n- TensorFlow 2.8\n- Keras 2.8\n\n# 🚀 Usage\n\nBefore you can generate ideas for games you must train the neural network:\n\n```\npython MLGamedevIdeas.py -train\n```\n\nThis will train the neural network with all the descriptions in the file '_final_data_new.json.gz_' (about 80000) and 20 epochs.\nDepending on your hardware this may take quite a while. \nTo make the training process less time consuming you can use fewer game descriptions:\n\n```\npython MLGamedevIdeas.py -games 5000 -train\n```\n\nYou can also use less epochs:\n\n```\npython MLGamedevIdeas.py -games 5000 -epochs 10 -train\n```\n\nFor good results I recommend values of '_loss_' below 2. Consult the parameters to better adjust the training:\n\n```\npython MLGamedevIdeas.py -h\n```\n\nOnce the neural network has been trained, a file '_weights.hf5_' will have been generated.\n\n\u003e Note that you will have to retrain the neural network if you change the parameters.\n\nNow you can start generating crazy ideas:\n\n```\npython MLGamedevIdeas.py\n```\n\n## 📜 License\n\nCode released under [MIT License](https://github.com/FronkonGames/Machine-Learning-Game-Ideas/blob/main/LICENSE.md).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffronkongames%2Fmachine-learning-game-ideas","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffronkongames%2Fmachine-learning-game-ideas","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffronkongames%2Fmachine-learning-game-ideas/lists"}