{"id":23029648,"url":"https://github.com/antononcube/simplifiedmachinelearningworkflows-book","last_synced_at":"2025-04-02T20:25:58.267Z","repository":{"id":60612203,"uuid":"197252984","full_name":"antononcube/SimplifiedMachineLearningWorkflows-book","owner":"antononcube","description":"Chapters, code, and organizational files for the book \"Simplified Machine Learning Workflows\".","archived":false,"fork":false,"pushed_at":"2025-01-25T03:03:11.000Z","size":77427,"stargazers_count":10,"open_issues_count":0,"forks_count":4,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-02-08T11:13:06.640Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"HTML","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/antononcube.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":"2019-07-16T19:10:14.000Z","updated_at":"2025-01-27T08:54:18.000Z","dependencies_parsed_at":"2025-01-24T17:38:47.635Z","dependency_job_id":null,"html_url":"https://github.com/antononcube/SimplifiedMachineLearningWorkflows-book","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/antononcube%2FSimplifiedMachineLearningWorkflows-book","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/antononcube%2FSimplifiedMachineLearningWorkflows-book/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/antononcube%2FSimplifiedMachineLearningWorkflows-book/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/antononcube%2FSimplifiedMachineLearningWorkflows-book/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/antononcube","download_url":"https://codeload.github.com/antononcube/SimplifiedMachineLearningWorkflows-book/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246886501,"owners_count":20849877,"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":[],"created_at":"2024-12-15T14:16:32.562Z","updated_at":"2025-04-02T20:25:58.244Z","avatar_url":"https://github.com/antononcube.png","language":"HTML","funding_links":["https://www.buymeacoffee.com/antonov70"],"categories":[],"sub_categories":[],"readme":"# \"Simplified Machine Learning Workflows\" book\n\nThis repository contains chapters, code, and organizational files for the book \"Simplified Machine Learning Workflows\".\n\n***The book is not finished yet -- it is a work in progress...***\n\n## Mission statement \n\nThis book provides introductions, explanations, and demonstrations of different, frequently used Machine Learning (ML) workflows.\nThe ML workflows discussed are built through monadic programming packages, and those packages should be easy to utilize \nafter reading this book.\n\n## Programming languages\n\nThe programming languages used are \n[Wolfram Language (WL)](https://www.wolfram.com/language/) \nand \n[R](https://www.r-project.org).\n \nAll code is available in *both* WL and R. \n\n(\"Wolfram Language\" and \"Mathematica\" are used as synonyms in this book.)\n\n## Code and related repositories\n\nAll of the WL monad packages are published in\n[MathematicaForPrediction at GitHub](https://github.com/antononcube/MathematicaForPrediction/tree/master/MonadicProgramming).\n\nAll of the R monad packages are published in\n[R-packages at GitHub](https://github.com/antononcube/R-packages),\n[QRTMon-R](https://github.com/antononcube/QRMon-R), and\n[ERTMon-R](https://github.com/antononcube/ERTMon-R).\n\nMost of the chapters are previously published in\n[MathematicaForPrediction at GitHub](https://github.com/antononcube/MathematicaForPrediction).\n\n## Videos\n\n- [\"Monadic Programming: With Application to Data Analysis, Machine Learning and Language Processing\"](https://www.youtube.com/watch?v=_cIFA5GHF58), (2017).\n\n- [\"A Conversational Agent for Neural Networks: Construction, Training and Utilization\"](https://www.youtube.com/watch?v=9m6K2yISS0U), (2018).\n\n- [\"Quantile Regression workflows\" at the useR! meetup](https://www.youtube.com/watch?v=FBhmtIF1bJY), (2019).\n\n- [\"NLP Template Engine 1\"](https://www.youtube.com/watch?v=a6PvmZnvF9I), (2021).\n\n\n------\n\n## Support \u0026 appreciation\n\n[![\"Buy Me A Coffee\"](https://www.buymeacoffee.com/assets/img/custom_images/orange_img.png)](https://www.buymeacoffee.com/antonov70)\n\n\n😅 ☕️ 😀 \n\n------\n\nAnton Antonov   \nWindermere, Florida, USA   \n2019-07-16\n2021-10-29\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fantononcube%2Fsimplifiedmachinelearningworkflows-book","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fantononcube%2Fsimplifiedmachinelearningworkflows-book","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fantononcube%2Fsimplifiedmachinelearningworkflows-book/lists"}