{
  "_id": "6aeef7dea2c425adab3290e3",
  "Package": "unifiedml",
  "Type": "Package",
  "Title": "Unified Interface for Machine Learning Models",
  "Version": "0.3.0",
  "Date": "2026-05-05",
  "Authors@R": "person(\"T.\", \"Moudiki\",\nemail = \"thierry.moudiki@gmail.com\",\nrole = c(\"aut\", \"cre\"))",
  "Maintainer": "T. Moudiki <thierry.moudiki@gmail.com>",
  "Description": "Provides a unified R6-based interface for various machine\nlearning models with automatic interface detection, consistent\ncross-validation, model interpretations via numerical\nderivatives, and visualization. Supports both regression and\nclassification tasks with any model function that follows R's\nstandard modeling conventions (formula or matrix interface).",
  "License": "MIT + file LICENSE",
  "URL": "https://github.com/Techtonique/unifiedml",
  "BugReports": "https://github.com/Techtonique/unifiedml/issues",
  "VignetteBuilder": "knitr",
  "Encoding": "UTF-8",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.2",
  "Config/testthat/edition": "3",
  "Repository": "https://techtonique.r-universe.dev",
  "Date/Publication": "2026-05-11 01:54:06 UTC",
  "RemoteUrl": "https://github.com/Techtonique/unifiedml",
  "RemoteRef": "HEAD",
  "RemoteSha": "eb5faa3666048090e2ea582b9b1b9b2d009bf784",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-11-07 09:34:42 UTC",
    "User": "root"
  },
  "Author": "T. Moudiki [aut, cre]",
  "_user": "techtonique",
  "_type": "src",
  "_file": "unifiedml_0.3.0.tar.gz",
  "_fileid": "https://r2.ropensci.org/3ee250e6879a4eecb5a59a018adcc6683d9b69b4493d30b498c51d388bfd62fa",
  "_filesize": 172127,
  "_sha256": "3ee250e6879a4eecb5a59a018adcc6683d9b69b4493d30b498c51d388bfd62fa",
  "_expires": "2027-02-15T10:05:16.000Z",
  "_created": "2026-11-07T09:34:42.000Z",
  "_published": "2026-11-07T10:05:17.975Z",
  "_upstream": "https://github.com/Techtonique/unifiedml",
  "_status": "success",
  "_maintainer": {
    "name": "T. Moudiki",
    "email": "thierry.moudiki@gmail.com",
    "login": "thierrymoudiki",
    "linkedin": "in/thierry-moudiki",
    "twitter": "@sippingrizzly",
    "description": "Like everything related to tech, statistical/machine learning, computer simulation, numerical optimization. Other things too, not mentioned in this bio!",
    "uuid": 8895513
  },
  "_jobs": [
    {
      "job": 128367207218,
      "time": 140,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "13569775594"
    },
    {
      "job": 128367207109,
      "time": 144,
      "config": "linux-release-x86_64",
      "r": "4.6.2",
      "check": "OK",
      "artifact": "13569556665"
    },
    {
      "job": 128367207077,
      "time": 88,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "13569878898"
    },
    {
      "job": 128367207093,
      "time": 74,
      "config": "macos-release-arm64",
      "r": "4.6.2",
      "check": "OK",
      "artifact": "13569933355"
    },
    {
      "job": 128366450485,
      "time": 207,
      "config": "source",
      "r": "4.6.2",
      "check": "OK",
      "artifact": "13569785241"
    },
    {
      "job": 128367207159,
      "time": 110,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "13568554750"
    },
    {
      "job": 128367207142,
      "time": 92,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "13569860229"
    },
    {
      "job": 128367207095,
      "time": 69,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "13569760447"
    },
    {
      "job": 128367207103,
      "time": 75,
      "config": "windows-release-x86_64",
      "r": "4.6.2",
      "check": "OK",
      "artifact": "13569970074"
    }
  ],
  "_buildurl": "https://github.com/r-universe/techtonique/actions/runs/42360074376",
  "_commit": {
    "id": "eb5faa3666048090e2ea582b9b1b9b2d009bf784",
    "author": "Thierry Moudiki <thierry.moudiki@gmail.com>",
    "committer": "GitHub <noreply@github.com>",
    "message": "Remove model summary and update documentation\n\nRemoved model summary sections and updated references to vignettes.",
    "time": 1778464446
  },
  "_distro": "resolute",
  "_host": "GitHub-Actions",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.5.0",
      "role": "Depends"
    },
    {
      "package": "doParallel",
      "role": "Depends"
    },
    {
      "package": "R6",
      "role": "Depends"
    },
    {
      "package": "foreach",
      "role": "Depends"
    },
    {
      "package": "Rcpp",
      "version": ">= 1.1.0",
      "role": "Imports"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "glmnet",
      "role": "Suggests"
    },
    {
      "package": "randomForest",
      "role": "Suggests"
    },
    {
      "package": "e1071",
      "role": "Suggests"
    },
    {
      "package": "covr",
      "role": "Suggests"
    },
    {
      "package": "spelling",
      "role": "Suggests"
    },
    {
      "package": "MASS",
      "role": "Suggests"
    },
    {
      "package": "nnet",
      "role": "Suggests"
    },
    {
      "package": "caret",
      "role": "Suggests"
    }
  ],
  "_owner": "techtonique",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-45",
      "n": 8
    },
    {
      "week": "2025-46",
      "n": 4
    },
    {
      "week": "2025-51",
      "n": 1
    },
    {
      "week": "2026-06",
      "n": 1
    },
    {
      "week": "2026-14",
      "n": 2
    },
    {
      "week": "2026-17",
      "n": 4
    },
    {
      "week": "2026-18",
      "n": 2
    },
    {
      "week": "2026-19",
      "n": 4
    },
    {
      "week": "2026-20",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "v0.2.1",
      "date": "2026-04-03"
    },
    {
      "name": "v0.3.0",
      "date": "2026-05-05"
    }
  ],
  "_stars": 4,
  "_contributors": [
    {
      "user": "thierrymoudiki",
      "count": 54,
      "uuid": 8895513
    }
  ],
  "_userbio": {
    "uuid": 69663678,
    "type": "organization",
    "name": "Techtonique",
    "followers": 25,
    "description": "tech, stats, machine learning, computer simulation, numerical optimization"
  },
  "_downloads": {
    "count": 263,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/unifiedml"
  },
  "_devurl": "https://github.com/techtonique/unifiedml",
  "_searchresults": 12,
  "_rbuild": "4.6.2",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/manual.pdf",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "extra/unifiedml.html",
    "LICENSE"
  ],
  "_homeurl": "https://github.com/techtonique/unifiedml",
  "_realowner": "techtonique",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2025-11-13"
    },
    {
      "version": "0.2.0",
      "date": "2026-01-10"
    },
    {
      "version": "0.2.1",
      "date": "2026-04-03"
    },
    {
      "version": "0.3.0",
      "date": "2026-05-05"
    }
  ],
  "_exports": [
    "benchmark",
    "cross_val_score",
    "extract_probabilities",
    "formula_to_matrix",
    "matrix_to_formula",
    "Model",
    "train_test_split"
  ],
  "_help": [
    {
      "page": "unifiedml-package",
      "title": "Unified Interface for Machine Learning Models",
      "topics": [
        "unifiedml-package",
        "unifiedml"
      ]
    },
    {
      "page": "benchmark",
      "title": "Benchmark Multiple Models with Cross-Validation and Model-Specific Parameters",
      "topics": [
        "benchmark"
      ]
    },
    {
      "page": "cross_val_score",
      "title": "Cross-Validation for Model Objects",
      "topics": [
        "cross_val_score"
      ]
    },
    {
      "page": "extract_probabilities",
      "title": "Extract probability predictions from any R model in a standardised format",
      "topics": [
        "extract_probabilities"
      ]
    },
    {
      "page": "formula_to_matrix",
      "title": "Convert a formula-based model to a matrix interface",
      "topics": [
        "formula_to_matrix"
      ]
    },
    {
      "page": "matrix_to_formula",
      "title": "Convert a matrix-based model to a formula interface",
      "topics": [
        "matrix_to_formula"
      ]
    },
    {
      "page": "Model",
      "title": "Unified Machine Learning Interface using R6",
      "topics": [
        "Model"
      ]
    },
    {
      "page": "train_test_split",
      "title": "Split data into training and test sets",
      "topics": [
        "train_test_split"
      ]
    }
  ],
  "_readme": "https://github.com/Techtonique/unifiedml/raw/HEAD/README.md",
  "_rundeps": [
    "codetools",
    "doParallel",
    "foreach",
    "iterators",
    "R6",
    "Rcpp"
  ],
  "_vignettes": [
    {
      "source": "unifiedml.Rmd",
      "filename": "unifiedml.html",
      "title": "Introduction to R package unifiedml",
      "engine": "knitr::rmarkdown",
      "headings": [],
      "created": "2026-05-04 07:02:10",
      "modified": "2026-05-04 07:02:10",
      "commits": 1
    },
    {
      "source": "formula_vs_matrix.Rmd",
      "filename": "formula_vs_matrix.html",
      "title": "Matrix or Formula interface",
      "engine": "knitr::rmarkdown",
      "headings": [],
      "created": "2026-04-03 13:01:24",
      "modified": "2026-04-03 13:01:24",
      "commits": 1
    },
    {
      "source": "unifiedml-predict-proba.Rmd",
      "filename": "unifiedml-predict-proba.html",
      "title": "Predict proba",
      "engine": "knitr::rmarkdown",
      "headings": [
        "2 - iris data"
      ],
      "created": "2026-04-21 10:29:20",
      "modified": "2026-04-29 13:21:34",
      "commits": 2
    },
    {
      "source": "unifiedml-benchmark.Rmd",
      "filename": "unifiedml-benchmark.html",
      "title": "Use unifiedml for benchmarking models",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Classification",
        "Regression"
      ],
      "created": "2026-04-21 10:29:20",
      "modified": "2026-05-04 14:15:25",
      "commits": 4
    },
    {
      "source": "unifiedml-caret.Rmd",
      "filename": "unifiedml-caret.html",
      "title": "Use unifiedml with caret without tuning",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Random Forest",
        "Logistic Regression with glmnet"
      ],
      "created": "2026-04-21 10:29:20",
      "modified": "2026-04-29 12:56:53",
      "commits": 3
    }
  ],
  "_score": 6.03342375548695,
  "_indexed": true,
  "_nocasepkg": "unifiedml",
  "_universes": [
    "techtonique",
    "thierrymoudiki"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.3.0",
      "date": "2026-11-07T09:37:01.000Z",
      "distro": "resolute",
      "commit": "eb5faa3666048090e2ea582b9b1b9b2d009bf784",
      "fileid": "https://r2.ropensci.org/4ce55993c5b378793626866f98f9296e5b4968641f8250e455425c736d12adc8",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/42360074376"
    },
    {
      "r": "4.6.2",
      "os": "linux",
      "version": "0.3.0",
      "date": "2026-11-07T09:37:09.000Z",
      "distro": "resolute",
      "commit": "eb5faa3666048090e2ea582b9b1b9b2d009bf784",
      "fileid": "https://r2.ropensci.org/4e74737aa087ad532c86e436a753e313d7688dd5495265300467e425f4c14b61",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/42360074376"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.3.0",
      "date": "2026-11-07T10:04:46.000Z",
      "commit": "eb5faa3666048090e2ea582b9b1b9b2d009bf784",
      "fileid": "https://r2.ropensci.org/95fd3d56a630183292f964f80a840f7faaa9ee3b81f0cd08d0094cef9e5f4c30",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/42360074376"
    },
    {
      "r": "4.6.2",
      "os": "mac",
      "version": "0.3.0",
      "date": "2026-11-07T10:01:47.000Z",
      "commit": "eb5faa3666048090e2ea582b9b1b9b2d009bf784",
      "fileid": "https://r2.ropensci.org/43f42e244605698469c30226486a8ab27b17a5e05ffb783bf7533385fe2b2d67",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/42360074376"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.3.0",
      "date": "2026-11-07T09:36:48.000Z",
      "commit": "eb5faa3666048090e2ea582b9b1b9b2d009bf784",
      "fileid": "https://r2.ropensci.org/bf3f3597055be462e8a888e2beacf3a27ac9712cfcef0d577e8ddc27e7d45433",
      "status": "success",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/42360074376"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.3.0",
      "date": "2026-11-07T09:36:09.000Z",
      "commit": "eb5faa3666048090e2ea582b9b1b9b2d009bf784",
      "fileid": "https://r2.ropensci.org/64b2f418ad13522d03f16ca0e5a7b838f5cdc70ce2361b06f67048ea3140baca",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/42360074376"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.3.0",
      "date": "2026-11-07T09:35:48.000Z",
      "commit": "eb5faa3666048090e2ea582b9b1b9b2d009bf784",
      "fileid": "https://r2.ropensci.org/ae0eea8d1df95002f2a5352b8aecde9cca121db9630bce6fa8bcf99de7fb3392",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/42360074376"
    },
    {
      "r": "4.6.2",
      "os": "win",
      "version": "0.3.0",
      "date": "2026-11-07T09:35:53.000Z",
      "commit": "eb5faa3666048090e2ea582b9b1b9b2d009bf784",
      "fileid": "https://r2.ropensci.org/c4ac78eff73ea021f6bd7a4a464a8a0a52a14f39ff01b368c8ded4884811a4fc",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/42360074376"
    }
  ]
}