{"id":16110911,"url":"https://github.com/roma-glushko/rock-paper-scissors","last_synced_at":"2025-08-22T23:17:06.102Z","repository":{"id":50005751,"uuid":"334514905","full_name":"roma-glushko/rock-paper-scissors","owner":"roma-glushko","description":"🎲 Application of Computer Vision to the classic game Rock-Paper-Scissors","archived":false,"fork":false,"pushed_at":"2021-09-29T18:58:24.000Z","size":8267,"stargazers_count":6,"open_issues_count":0,"forks_count":0,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-02-28T08:33:58.799Z","etag":null,"topics":["computer-vision","machine-learning","mobilenetv2","rock-paper-scissors","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/roma-glushko.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":"2021-01-30T21:26:42.000Z","updated_at":"2024-08-26T08:07:31.000Z","dependencies_parsed_at":"2022-09-03T03:01:58.591Z","dependency_job_id":null,"html_url":"https://github.com/roma-glushko/rock-paper-scissors","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/roma-glushko%2Frock-paper-scissors","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/roma-glushko%2Frock-paper-scissors/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/roma-glushko%2Frock-paper-scissors/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/roma-glushko%2Frock-paper-scissors/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/roma-glushko","download_url":"https://codeload.github.com/roma-glushko/rock-paper-scissors/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243911176,"owners_count":20367641,"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":["computer-vision","machine-learning","mobilenetv2","rock-paper-scissors","tensorflow"],"created_at":"2024-10-09T19:39:46.139Z","updated_at":"2025-03-18T09:30:59.190Z","avatar_url":"https://github.com/roma-glushko.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Rock-Paper-Scissors Recognition\n\nApplication of Computer Vision to the classic game Rock-Paper-Scissors.\nThis repository includes dataset analysis and modeling part of the task. \n\nThe model will be deployed as a JavaScript application on \u003ca href=\"https://www.romaglushko.com/\"\u003emy website\u003c/a\u003e. \n\nDataset: https://www.kaggle.com/frtgnn/rock-paper-scissor\n\n## Installation\n\n```bash\npoetry install\ncd data\nkaggle datasets download --unzip frtgnn/rock-paper-scissor\n```\n## Modeling\n\nThe best scores I was able to achieve with the following configs:\n\n- Fully Freezed MobileNetV2 + RMSProp + L2Regularization(0.01) - ?\n- Fully Freezed MobileNetV2 + AdamW(weight_decay: 0.01) - ?\n\n\n## References\n\n- https://keras.io/guides/transfer_learning/\n- https://www.tensorflow.org/tutorials/images/transfer_learning\n- https://ruder.io/transfer-learning/\n- http://www.laurencemoroney.com/rock-paper-scissors-dataset/","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Froma-glushko%2Frock-paper-scissors","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Froma-glushko%2Frock-paper-scissors","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Froma-glushko%2Frock-paper-scissors/lists"}