{"id":23093205,"url":"https://github.com/ajtulloch/haskell-ml","last_synced_at":"2025-09-10T01:32:12.588Z","repository":{"id":11152939,"uuid":"13522664","full_name":"ajtulloch/haskell-ml","owner":"ajtulloch","description":"Haskell implementations of various ML algorithms.","archived":false,"fork":false,"pushed_at":"2014-05-29T10:37:29.000Z","size":224,"stargazers_count":57,"open_issues_count":0,"forks_count":7,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-01-04T14:42:18.671Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Haskell","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/ajtulloch.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":"2013-10-12T14:03:24.000Z","updated_at":"2024-11-06T15:10:35.000Z","dependencies_parsed_at":"2022-08-28T14:21:09.709Z","dependency_job_id":null,"html_url":"https://github.com/ajtulloch/haskell-ml","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ajtulloch/haskell-ml","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ajtulloch%2Fhaskell-ml","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ajtulloch%2Fhaskell-ml/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ajtulloch%2Fhaskell-ml/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ajtulloch%2Fhaskell-ml/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ajtulloch","download_url":"https://codeload.github.com/ajtulloch/haskell-ml/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ajtulloch%2Fhaskell-ml/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":274396491,"owners_count":25277391,"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":"2025-09-09T02:00:10.223Z","response_time":80,"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":[],"created_at":"2024-12-16T21:46:41.293Z","updated_at":"2025-09-10T01:32:12.059Z","avatar_url":"https://github.com/ajtulloch.png","language":"Haskell","funding_links":[],"categories":["Haskell"],"sub_categories":["Tools","[Tools](#tools-1)","Speech Recognition"],"readme":"MachineLearning in Haskell\n==========================\n\nThis is a library implementing some basic machine learning algorithms.\n\n\n## Hopfield Networks ##\n\nTo run the demonstration, run\n`MachineLearning/HopfieldDemonstration.hs`.  It demonstrates the\ntraining of a network on an `O` and an `X`, and shows the network\nreconstructing the trained patterns from a perturbed version.\n\n    ~/Code/haskell/machinelearning $ runhaskell MachineLearning/HopfieldDemonstration.hs\n    Training patterns\n    --------\n    |X    X|\n    | X  X |\n    |  XX  |\n    |  XX  |\n    |  XX  |\n    | X  X |\n    |X    X|\n    --------\n    --------\n    |XXXXXX|\n    |X    X|\n    |X    X|\n    |X    X|\n    |X    X|\n    |X    X|\n    |XXXXXX|\n    --------\n    Validation\n    (\"Corruption error\",6.3245554)\n    (\"Reproduction error\",0.0)\n    \"Original\"\n    --------\n    |X    X|\n    | X  X |\n    |  XX  |\n    |  XX  |\n    |  XX  |\n    | X  X |\n    |X    X|\n    --------\n    \"Corrupted\"\n    --------\n    |X  X X|\n    |    X |\n    |X XXXX|\n    |  XX  |\n    |  XXX |\n    | XX X |\n    |X XXXX|\n    --------\n    \"Reproduction\"\n    --------\n    |X    X|\n    | X  X |\n    |  XX  |\n    |  XX  |\n    |  XX  |\n    | X  X |\n    |X    X|\n    --------\n    (\"Corruption error\",6.6332498)\n    (\"Reproduction error\",0.0)\n    \"Original\"\n    --------\n    |XXXXXX|\n    |X    X|\n    |X    X|\n    |X    X|\n    |X    X|\n    |X    X|\n    |XXXXXX|\n    --------\n    \"Corrupted\"\n    --------\n    |XXXXXX|\n    |     X|\n    |     X|\n    | X X X|\n    |X  X  |\n    |  XX X|\n    |X XXXX|\n    --------\n    \"Reproduction\"\n    --------\n    |XXXXXX|\n    |X    X|\n    |X    X|\n    |X    X|\n    |X    X|\n    |X    X|\n    |XXXXXX|\n    --------\n\n\n[![Bitdeli Badge](https://d2weczhvl823v0.cloudfront.net/ajtulloch/haskell-ml/trend.png)](https://bitdeli.com/free \"Bitdeli Badge\")\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fajtulloch%2Fhaskell-ml","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fajtulloch%2Fhaskell-ml","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fajtulloch%2Fhaskell-ml/lists"}