{"id":15971439,"url":"https://github.com/danielholmes/smart-sweepers-scala","last_synced_at":"2025-10-08T21:56:32.359Z","repository":{"id":145825778,"uuid":"69209091","full_name":"danielholmes/smart-sweepers-scala","owner":"danielholmes","description":"Neural Network driven MineSweeper that interacts with mines and rocks","archived":false,"fork":false,"pushed_at":"2016-10-09T11:01:47.000Z","size":87,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-04-04T15:52:54.258Z","etag":null,"topics":["evolutionary-algorithm","genetic-algorithm","neural-nets","neural-network","scala"],"latest_commit_sha":null,"homepage":"","language":"Scala","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/danielholmes.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"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":"2016-09-26T03:22:34.000Z","updated_at":"2018-05-23T16:16:43.000Z","dependencies_parsed_at":null,"dependency_job_id":"eb5c1cde-a829-458e-8022-170451278642","html_url":"https://github.com/danielholmes/smart-sweepers-scala","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/danielholmes/smart-sweepers-scala","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danielholmes%2Fsmart-sweepers-scala","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danielholmes%2Fsmart-sweepers-scala/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danielholmes%2Fsmart-sweepers-scala/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danielholmes%2Fsmart-sweepers-scala/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/danielholmes","download_url":"https://codeload.github.com/danielholmes/smart-sweepers-scala/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danielholmes%2Fsmart-sweepers-scala/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279000687,"owners_count":26082837,"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":"2025-10-08T02:00:06.501Z","response_time":56,"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":["evolutionary-algorithm","genetic-algorithm","neural-nets","neural-network","scala"],"created_at":"2024-10-07T20:21:35.095Z","updated_at":"2025-10-08T21:56:32.342Z","avatar_url":"https://github.com/danielholmes.png","language":"Scala","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Neural Network Minesweeper\n\nAn implementation of the the tutorial outlined here: (http://www.ai-junkie.com/ann/evolved/nnt1.html). It is a \nFeedforward Neural Network with supervised learning (a simulation environment) used for the purpose of collecting mines\n\n\n## Dependencies\n\n - SBT\n - JDK 8+\n - Scala 2.11\n\n\n## Tests\n\n - All: `sbt test`\n - Individual: `sbt 'test-only org.danielholmes.smartsweepers.nn.NeuralNetSpec'`\n - Individual continuous: `sbt ~'test-only org.danielholmes.smartsweepers.nn.NeuralNetSpec'`\n\n\n## Running\n\n`sbt run`\n\n\n## Observations\n\nI've included a few different fitness strategies. They require some fine tuning to the environment - especially the\navoidance fitnesses. For example a fitness to collect mines and avoid rocks - if you punish rock hitting too much then\na spin on the spot strategy is developed (same as the simple avoid only fitnesses)\n\n\n## TODO\n\n - Move params.ini and fitness selection into a UI\n - Graph negative fitnesses better\n - Try a mutable Simulation vs immutable/fully functional to see performance differences","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdanielholmes%2Fsmart-sweepers-scala","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdanielholmes%2Fsmart-sweepers-scala","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdanielholmes%2Fsmart-sweepers-scala/lists"}