{"id":13937743,"url":"https://github.com/ben519/MLPB","last_synced_at":"2025-07-20T00:31:06.860Z","repository":{"id":38713044,"uuid":"61062343","full_name":"ben519/MLPB","owner":"ben519","description":"Machine Learning Problem Bible | Problem Set Here \u003e\u003e","archived":false,"fork":false,"pushed_at":"2019-11-29T23:46:03.000Z","size":334,"stargazers_count":714,"open_issues_count":0,"forks_count":272,"subscribers_count":88,"default_branch":"master","last_synced_at":"2025-07-17T21:08:40.802Z","etag":null,"topics":["machine-learning","python","r"],"latest_commit_sha":null,"homepage":"https://github.com/ben519/MLPB/wiki/Problems","language":"R","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/ben519.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}},"created_at":"2016-06-13T19:04:23.000Z","updated_at":"2025-07-04T15:23:37.000Z","dependencies_parsed_at":"2022-09-14T02:52:19.053Z","dependency_job_id":null,"html_url":"https://github.com/ben519/MLPB","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ben519/MLPB","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ben519%2FMLPB","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ben519%2FMLPB/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ben519%2FMLPB/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ben519%2FMLPB/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ben519","download_url":"https://codeload.github.com/ben519/MLPB/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ben519%2FMLPB/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":266048489,"owners_count":23868738,"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":["machine-learning","python","r"],"created_at":"2024-08-07T23:03:50.193Z","updated_at":"2025-07-20T00:31:06.230Z","avatar_url":"https://github.com/ben519.png","language":"R","readme":"# Machine Learning Problem Bible (MLPB)\n\nMLPB is meant to become an organized collection of machine learning problems and solutions. In practice, machine learning often goes like this\n\n\u003e *I have this problem... I need to classify something as A, B or C using a combination of numeric and categorical features.  If I could find a similar problem, maybe I could modify the solution to work for my needs.*\n\nThis is where MLPB steps in. Want to see machine learning problems with sparse data? Got it. Want to compare Scikit-learn’s RandomForestRegressor with R’s randomForest? Got it. Need an example of predicting a ranked target variable? Got it.\n\n## How It Works\n\nMLPB contains a directory of *Problems*. Within each problem is a designated *\\_Data* directory and one or more scripts with a solution to the problem. This looks something like\n\n```\nProblems/\n\n  Classify Iris Species/\n    _Data/\n      iris.csv\n      train.csv\n      test.csv\n    predict_species_xgb.R\n    \n  Predict NFL Game Winner/\n    _Data/\n      train.csv\n      test.csv\n    random_forest_model.py\n    random_forest_model.R\n```\n\nMost of these directories should include a *README.md* file providing details about the problem, data, and solution(s). You can browse all the problems in MLPB's [wiki](https://github.com/ben519/MLPB/wiki). You can also search for problems with specific tags like [mult-class classification], [sparse-data], [NLP], etc.\n\n## Contact\nIf you'd like to contact me regarding bugs, questions, or general consulting, feel free to drop me a line - bgorman519@gmail.com\n\n## Support\nFound this *free* repo helpful? Show your support. Check out [GormAnalysis Courses](https://gormanalysis.teachable.com/) and [buy some merch](https://shop.gormanalysis.com/)!\n[![GormAnalysis Shop](https://www.gormanalysis.com/ads/gormanalysis-shop.jpg)](https://shop.gormanalysis.com/)\n","funding_links":[],"categories":["R"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fben519%2FMLPB","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fben519%2FMLPB","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fben519%2FMLPB/lists"}