{
  "_id": "6a37d6e33efcd9bda443129e",
  "Package": "tisthemachinelearner",
  "Type": "Package",
  "Title": "Lightweight interface to sklearn, nnetsauce and unifiedbooster\nwith conformal prediction",
  "Version": "0.10.0",
  "Authors@R": "c(\nperson(\n\"T.\", \"Moudiki\",\nemail = \"thierry.moudiki@gmail.com\",\nrole = c(\"aut\", \"cre\")\n)\n)",
  "Description": "Lightweight interface to Python packages sklearn,\nnnetsauce and unifiedbooster with conformal prediction.",
  "Date": "2026-04-23",
  "License": "BSD_3_clause Clear + file LICENSE",
  "Encoding": "UTF-8",
  "RoxygenNote": "7.3.2",
  "SystemRequirements": "Python (>= 3.6) with pip and virtualenv support",
  "Config/reticulate": "list( packages = list( list(package = \"scipy\"),\nlist(package = \"numpy\"), list(package = \"scikit-learn\") ) )",
  "Remotes": [
    "thierrymoudiki/misc"
  ],
  "VignetteBuilder": "knitr",
  "Config/pak/sysreqs": "libpng-dev python3",
  "Repository": "https://techtonique.r-universe.dev",
  "Date/Publication": "2026-06-21 11:29:23 UTC",
  "RemoteUrl": "https://github.com/Techtonique/tisthemachinelearner_r",
  "RemoteRef": "HEAD",
  "RemoteSha": "752e51b8d5e3caeeb9b3667f845a2b31779273cb",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-06-21 12:13:36 UTC",
    "User": "root"
  },
  "Author": "T. Moudiki [aut, cre]",
  "Maintainer": "T. Moudiki <thierry.moudiki@gmail.com>",
  "MD5sum": "24df3a23e1e40904dbe79e88b72dfc6b",
  "_user": "techtonique",
  "_type": "src",
  "_file": "tisthemachinelearner_0.10.0.tar.gz",
  "_fileid": "5a8d2d883fd373617fa773f7785e1eb472c10e591159ddd5c95fffe7a342625e",
  "_filesize": 181648,
  "_sha256": "5a8d2d883fd373617fa773f7785e1eb472c10e591159ddd5c95fffe7a342625e",
  "_created": "2026-06-21T12:13:36.000Z",
  "_published": "2026-06-21T12:19:47.897Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 82569191517,
      "time": 134,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "WARNING",
      "artifact": "7775176076"
    },
    {
      "job": 82569191505,
      "time": 135,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "WARNING",
      "artifact": "7775175818"
    },
    {
      "job": 82569191515,
      "time": 129,
      "config": "linux-release-arm64",
      "r": "4.6.0",
      "check": "WARNING",
      "artifact": "7775175500"
    },
    {
      "job": 82569191512,
      "time": 132,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "WARNING",
      "artifact": "7775175486"
    },
    {
      "job": 82569191533,
      "time": 97,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "WARNING",
      "artifact": "7775171312"
    },
    {
      "job": 82569191525,
      "time": 163,
      "config": "macos-oldrel-x86_64",
      "r": "4.5.3",
      "check": "WARNING",
      "artifact": "7775179277"
    },
    {
      "job": 82569191529,
      "time": 111,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "WARNING",
      "artifact": "7775173023"
    },
    {
      "job": 82569191536,
      "time": 334,
      "config": "macos-release-x86_64",
      "r": "4.6.0",
      "check": "WARNING",
      "artifact": "7775200139"
    },
    {
      "job": 82568979183,
      "time": 193,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7775159581"
    },
    {
      "job": 82569191481,
      "time": 102,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7775171906"
    },
    {
      "job": 82569191502,
      "time": 105,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "WARNING",
      "artifact": "7775172208"
    },
    {
      "job": 82569191501,
      "time": 113,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "WARNING",
      "artifact": "7775173215"
    },
    {
      "job": 82569191500,
      "time": 102,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "WARNING",
      "artifact": "7775171872"
    }
  ],
  "_buildurl": "https://github.com/r-universe/techtonique/actions/runs/27903885782",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/Techtonique/tisthemachinelearner_r",
  "_commit": {
    "id": "752e51b8d5e3caeeb9b3667f845a2b31779273cb",
    "author": "Thierry Moudiki <thierry.moudiki@gmail.com>",
    "committer": "GitHub <noreply@github.com>",
    "message": "Update README with blog link for usage instructions\n\nAdded a link to a blog post for additional context.",
    "time": 1782041363
  },
  "_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
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.5.0",
      "role": "Depends"
    },
    {
      "package": "reticulate",
      "version": ">= 1.18",
      "role": "Depends"
    },
    {
      "package": "Matrix",
      "role": "Depends"
    },
    {
      "package": "Rcpp",
      "role": "LinkingTo"
    },
    {
      "package": "RcppProgress",
      "role": "LinkingTo"
    },
    {
      "package": "reticulate",
      "role": "Imports"
    },
    {
      "package": "R6",
      "role": "Imports"
    },
    {
      "package": "Rcpp",
      "role": "Imports"
    },
    {
      "package": "RcppProgress",
      "role": "Imports"
    },
    {
      "package": "MASS",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    },
    {
      "package": "misc",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    }
  ],
  "_owner": "techtonique",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-25",
      "n": 1
    },
    {
      "week": "2025-30",
      "n": 1
    },
    {
      "week": "2025-48",
      "n": 2
    },
    {
      "week": "2025-49",
      "n": 11
    },
    {
      "week": "2025-51",
      "n": 1
    },
    {
      "week": "2025-52",
      "n": 3
    },
    {
      "week": "2026-17",
      "n": 2
    },
    {
      "week": "2026-25",
      "n": 2
    }
  ],
  "_tags": [],
  "_topics": [
    "machine-learning",
    "machinelearning",
    "cpp"
  ],
  "_stars": 0,
  "_contributors": [
    {
      "user": "thierrymoudiki",
      "count": 61,
      "uuid": 8895513
    }
  ],
  "_userbio": {
    "uuid": 69663678,
    "type": "organization",
    "name": "Techtonique",
    "followers": 25,
    "description": "tech, stats, machine learning, computer simulation, numerical optimization"
  },
  "_downloads": {
    "count": 0,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/tisthemachinelearner"
  },
  "_devurl": "https://github.com/techtonique/tisthemachinelearner_r",
  "_searchresults": 9,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "extra/tisthemachinelearner.html",
    "LICENSE",
    "manual.pdf"
  ],
  "_cranurl": false,
  "_exports": [
    "booster",
    "Booster",
    "boosterCpp",
    "get_model_list",
    "get_sklearn",
    "get_sklearn_base",
    "get_sklearn_utils",
    "predict.booster",
    "predict.regressor",
    "predictBoosterCpp",
    "regressor",
    "Regressor",
    "setup_sklearn",
    "simulate.regressor"
  ],
  "_help": [
    {
      "page": "booster",
      "title": "R6 Class for Gradient Boosting",
      "topics": [
        "Booster"
      ]
    },
    {
      "page": "boosterCpp",
      "title": "Fit a boosting model with neural network feature transformation",
      "topics": [
        "boosterCpp"
      ]
    },
    {
      "page": "get_model_list",
      "title": "Get a list of all models in scikit-learn",
      "topics": [
        "get_model_list"
      ]
    },
    {
      "page": "predict.booster",
      "title": "Predict using a boosted model",
      "topics": [
        "predict.booster"
      ]
    },
    {
      "page": "predict.regressor",
      "title": "Predict method for regressor objects",
      "topics": [
        "predict.regressor"
      ]
    },
    {
      "page": "predictBoosterCpp",
      "title": "Predict using a boosted model",
      "topics": [
        "predictBoosterCpp"
      ]
    },
    {
      "page": "regressor",
      "title": "R6 Class for Scikit-learn Regressors",
      "topics": [
        "Regressor"
      ]
    },
    {
      "page": "setup_sklearn",
      "title": "Setup Python environment using uv",
      "topics": [
        "setup_sklearn"
      ]
    },
    {
      "page": "simulate.regressor",
      "title": "Simulate method for regressor objects",
      "topics": [
        "simulate.regressor"
      ]
    }
  ],
  "_readme": "https://github.com/Techtonique/tisthemachinelearner_r/raw/HEAD/README.md",
  "_rundeps": [
    "here",
    "jsonlite",
    "lattice",
    "Matrix",
    "png",
    "R6",
    "rappdirs",
    "Rcpp",
    "RcppProgress",
    "RcppTOML",
    "reticulate",
    "rlang",
    "rprojroot",
    "withr"
  ],
  "_sysdeps": [
    {
      "shlib": "libstdc++",
      "package": "libstdc++6",
      "source": "gcc",
      "version": "14.2.0-4ubuntu2~24.04.1",
      "name": "c++",
      "homepage": "http://gcc.gnu.org/",
      "description": "GNU Standard C++ Library v3"
    }
  ],
  "_vignettes": [
    {
      "source": "bayesian.Rmd",
      "filename": "bayesian.html",
      "title": "Bayesian",
      "author": "T. Moudiki",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Setup",
        "Data Preparation",
        "Conclusion",
        "Session Info"
      ],
      "created": "2025-04-20 06:10:37",
      "modified": "2026-04-23 16:13:43",
      "commits": 6
    },
    {
      "source": "intro_S3_booster.Rmd",
      "filename": "intro_S3_booster.html",
      "title": "Introduction to tisthemachinelearner, S3 interface booster",
      "author": "T. Moudiki",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Setup",
        "Data Preparation",
        "Ridge Regression with Cross-Validation",
        "Session Info"
      ],
      "created": "2025-03-01 00:12:43",
      "modified": "2026-04-23 16:13:43",
      "commits": 4
    },
    {
      "source": "intro_S3_boosterCpp.Rmd",
      "filename": "intro_S3_boosterCpp.html",
      "title": "Introduction to tisthemachinelearner, S3 interface booster with cpp",
      "author": "T. Moudiki",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Setup",
        "Data Preparation",
        "Ridge Regression with Cross-Validation",
        "Session Info"
      ],
      "created": "2025-03-01 08:41:01",
      "modified": "2026-04-23 16:13:43",
      "commits": 4
    },
    {
      "source": "intro_S3_calib.Rmd",
      "filename": "intro_S3_calib.html",
      "title": "Introduction to tisthemachinelearner, S3 interface with calibration",
      "author": "T. Moudiki",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Setup",
        "Data Preparation",
        "Ridge Regression with Cross-Validation",
        "Session Info"
      ],
      "created": "2025-03-01 00:12:43",
      "modified": "2026-04-23 16:13:43",
      "commits": 4
    },
    {
      "source": "intro_R6.Rmd",
      "filename": "intro_R6.html",
      "title": "Introduction to tisthemachinelearner R6 interface",
      "author": "T. Moudiki",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Setup",
        "Data Preparation",
        "Conclusion",
        "Session Info"
      ],
      "created": "2025-03-01 07:28:46",
      "modified": "2026-04-23 16:13:43",
      "commits": 4
    },
    {
      "source": "intro_S3.Rmd",
      "filename": "intro_S3.html",
      "title": "Introduction to tisthemachinelearner, S3 interface",
      "author": "T. Moudiki",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Setup",
        "Data Preparation",
        "Linear Regression",
        "Ridge Regression with Cross-Validation",
        "Visualization",
        "Model Comparison",
        "Conclusion",
        "Session Info"
      ],
      "created": "2025-03-01 00:12:43",
      "modified": "2026-04-23 16:13:43",
      "commits": 5
    }
  ],
  "_score": 4.380211241711606,
  "_indexed": true,
  "_nocasepkg": "tisthemachinelearner",
  "_universes": [
    "techtonique",
    "thierrymoudiki"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.10.0",
      "date": "2026-06-21T12:15:52.000Z",
      "distro": "noble",
      "arch": "aarch64",
      "commit": "752e51b8d5e3caeeb9b3667f845a2b31779273cb",
      "fileid": "f634a59f3fb95818a5177434c6da7b4ce2cb77de7cf2352f97c8243284228745",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/27903885782"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.10.0",
      "date": "2026-06-21T12:15:45.000Z",
      "distro": "noble",
      "arch": "x86_64",
      "commit": "752e51b8d5e3caeeb9b3667f845a2b31779273cb",
      "fileid": "0fcc9d0b6aac05fb45216d222b378890adaf05436ac31e401bb41699a565b714",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/27903885782"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.10.0",
      "date": "2026-06-21T12:15:46.000Z",
      "distro": "noble",
      "arch": "aarch64",
      "commit": "752e51b8d5e3caeeb9b3667f845a2b31779273cb",
      "fileid": "a84f47c31d70d9e4560f3540496c84bffbfcd6cad4e71fae592db62e14f88e1b",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/27903885782"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.10.0",
      "date": "2026-06-21T12:15:41.000Z",
      "distro": "noble",
      "arch": "x86_64",
      "commit": "752e51b8d5e3caeeb9b3667f845a2b31779273cb",
      "fileid": "e3421a39377321c17a874e9b0a126aa7a7b8d9492263bf165ce44cddf383fea6",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/27903885782"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.10.0",
      "date": "2026-06-21T12:15:11.000Z",
      "arch": "aarch64",
      "commit": "752e51b8d5e3caeeb9b3667f845a2b31779273cb",
      "fileid": "c27d95e398abaa89e25328ca8aea445e597f5bd582baa863080bcaf8e8dfa84e",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/27903885782"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.10.0",
      "date": "2026-06-21T12:16:02.000Z",
      "arch": "x86_64",
      "commit": "752e51b8d5e3caeeb9b3667f845a2b31779273cb",
      "fileid": "bf73e537e937bef516fe322fed3c34987351113dc4244522efa01db75a767c86",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/27903885782"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.10.0",
      "date": "2026-06-21T12:15:23.000Z",
      "arch": "aarch64",
      "commit": "752e51b8d5e3caeeb9b3667f845a2b31779273cb",
      "fileid": "726ec40c68c9cadfd6b0823af4cc6551be5427d12f96700030f3a93c882a7069",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/27903885782"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.10.0",
      "date": "2026-06-21T12:18:19.000Z",
      "arch": "x86_64",
      "commit": "752e51b8d5e3caeeb9b3667f845a2b31779273cb",
      "fileid": "ed77410b9f7c7e3e587fb7d35827e56d8bff8bb30512e626f62a2f0cc46a0d79",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/27903885782"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.10.0",
      "date": "2026-06-21T12:15:36.000Z",
      "arch": "emscripten",
      "commit": "752e51b8d5e3caeeb9b3667f845a2b31779273cb",
      "fileid": "c9600162a9f6a04ab092008c3f3808aabe56231b1c8cf1fb542f9399711deed6",
      "status": "success",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/27903885782"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.10.0",
      "date": "2026-06-21T12:14:52.000Z",
      "arch": "x86_64",
      "commit": "752e51b8d5e3caeeb9b3667f845a2b31779273cb",
      "fileid": "a3944a78ea023d02ce340f0d2203b39c8dc46efef8be52c74fd48a8396e73280",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/27903885782"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.10.0",
      "date": "2026-06-21T12:14:55.000Z",
      "arch": "x86_64",
      "commit": "752e51b8d5e3caeeb9b3667f845a2b31779273cb",
      "fileid": "352293ad39ce9468de342adeb258a8cc6802e4e7531f9813444dacd4f4c1471b",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/27903885782"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.10.0",
      "date": "2026-06-21T12:14:50.000Z",
      "arch": "x86_64",
      "commit": "752e51b8d5e3caeeb9b3667f845a2b31779273cb",
      "fileid": "57afdb2fb5481d02eeafafb483c91832f8c193bc95310017807175e20364fd9d",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/techtonique/actions/runs/27903885782"
    }
  ]
}