|
8096 | 8096 | "href": "slides/advanced-01-introduction.html#getting-the-materials", |
8097 | 8097 | "title": "1 - Introduction", |
8098 | 8098 | "section": "Getting the materials", |
8099 | | - "text": "Getting the materials\n\nIf you are using Posit Cloud:\n Log in to Posit Cloud (free): TODO-ADD-LATER\n\nIf you are working locally:\n# local download\nusethis::use_course(\"tidymodels/workshops\", destdir = \"some_path\")\n\n# or fork via\nusethis::create_from_github(\"tidymodels/workshops\", fork = TRUE)" |
| 8099 | + "text": "Getting the materials\n\nIf you are using Posit Cloud:\n Log in to Posit Cloud (free): Link on Discord\n\nIf you are working locally:\n# local download\nusethis::use_course(\"tidymodels/workshops\", destdir = \"some_path\")\n\n# or fork via\nusethis::create_from_github(\"tidymodels/workshops\", fork = TRUE)" |
8100 | 8100 | }, |
8101 | 8101 | { |
8102 | 8102 | "objectID": "slides/advanced-01-introduction.html#lets-install-some-packages", |
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8110 | 8110 | "href": "slides/advanced-01-introduction.html#load-tidymodels", |
8111 | 8111 | "title": "1 - Introduction", |
8112 | 8112 | "section": "Load tidymodels ", |
8113 | | - "text": "Load tidymodels \nWe’re here to learn more about how to use the more advanced bits of tidymodels for supervised learning. Let’s load the meta-package:\n\nlibrary(tidymodels)\n#> ── Attaching packages ──────────────────────────── tidymodels 1.4.1 ──\n#> ✔ broom 1.0.9 ✔ rsample 1.3.1 \n#> ✔ dials 1.4.2 ✔ tailor 0.1.0.9000\n#> ✔ dplyr 1.1.4 ✔ tidyr 1.3.1 \n#> ✔ infer 1.0.9 ✔ tune 2.0.0 \n#> ✔ modeldata 1.5.1 ✔ workflows 1.3.0 \n#> ✔ parsnip 1.3.3 ✔ workflowsets 1.1.1 \n#> ✔ purrr 1.1.0 ✔ yardstick 1.3.2 \n#> ✔ recipes 1.3.1\n#> ── Conflicts ─────────────────────────────── tidymodels_conflicts() ──\n#> ✖ purrr::discard() masks scales::discard()\n#> ✖ dplyr::filter() masks stats::filter()\n#> ✖ dplyr::lag() masks stats::lag()\n#> ✖ recipes::step() masks stats::step()" |
| 8113 | + "text": "Load tidymodels \nWe’re here to learn more about how to use the more advanced bits of tidymodels for supervised learning. Let’s load the meta-package:\n\nlibrary(tidymodels)\n#> ── Attaching packages ──────────────────────────── tidymodels 1.4.1 ──\n#> ✔ broom 1.0.9 ✔ rsample 1.3.1\n#> ✔ dials 1.4.2 ✔ tailor 0.1.0\n#> ✔ dplyr 1.1.4 ✔ tidyr 1.3.1\n#> ✔ infer 1.0.9 ✔ tune 2.0.0\n#> ✔ modeldata 1.5.1 ✔ workflows 1.3.0\n#> ✔ parsnip 1.3.3 ✔ workflowsets 1.1.1\n#> ✔ purrr 1.1.0 ✔ yardstick 1.3.2\n#> ✔ recipes 1.3.1\n#> ── Conflicts ─────────────────────────────── tidymodels_conflicts() ──\n#> ✖ purrr::discard() masks scales::discard()\n#> ✖ dplyr::filter() masks stats::filter()\n#> ✖ dplyr::lag() masks stats::lag()\n#> ✖ recipes::step() masks stats::step()" |
8114 | 8114 | }, |
8115 | 8115 | { |
8116 | 8116 | "objectID": "slides/advanced-01-introduction.html#resolve-naming-conflicts", |
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8222 | 8222 | "href": "slides/advanced-01-introduction.html#our-versions", |
8223 | 8223 | "title": "1 - Introduction", |
8224 | 8224 | "section": "Our versions", |
8225 | | - "text": "Our versions\nR version 4.5.1 (2025-06-13), Quarto (1.7.32)\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\nalmanac\n1.0.0\n\n\nbetacal\n0.1.0\n\n\nbonsai\n0.4.0\n\n\nbroom\n1.0.9\n\n\nbrulee\n0.5.0\n\n\nC50\n0.2.0\n\n\nCubist\n0.5.0\n\n\nCVST\n0.2-3\n\n\ndesirability2\n0.2.0\n\n\ndials\n1.4.2\n\n\ndimRed\n0.2.7\n\n\ndplyr\n1.1.4\n\n\nDRR\n0.0.4\n\n\nearth\n5.3.4\n\n\nembed\n1.2.0\n\n\n\n\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\nextrasteps\n0.3.0\n\n\nfinetune\n1.2.1\n\n\nforested\n0.2.0\n\n\nFormula\n1.2-5\n\n\nggplot2\n3.5.2\n\n\nigraph\n2.1.4\n\n\nimportant\n0.2.0\n\n\nirlba\n2.3.5.1\n\n\nkernlab\n0.9-33\n\n\nkknn\n1.4.1\n\n\nlattice\n0.22-7\n\n\nlightgbm\n4.6.0\n\n\nlme4\n1.1-37\n\n\nmirai\n2.5.0\n\n\nmodeldata\n1.5.1\n\n\n\n\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\nparallelly\n1.45.1\n\n\nparsnip\n1.3.3\n\n\nplotmo\n3.6.4\n\n\nplotrix\n3.8-4\n\n\nplumber\n1.3.0\n\n\nprobably\n1.1.1\n\n\npurrr\n1.1.0\n\n\nRANN\n2.6.2\n\n\nrecipes\n1.3.1\n\n\nrpart\n4.1.24\n\n\nrsample\n1.3.1\n\n\nRSpectra\n0.16-2\n\n\nrules\n1.0.2\n\n\nscales\n1.4.0\n\n\nsplines2\n0.5.4\n\n\n\n\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\nstacks\n1.1.1.9001\n\n\ntailor\n0.1.0.9000\n\n\ntext2vec\n0.6.4\n\n\ntextrecipes\n1.1.0\n\n\ntidymodels\n1.4.1\n\n\ntidyr\n1.3.1\n\n\ntune\n2.0.0\n\n\nuwot\n0.2.3\n\n\nvetiver\n0.2.5\n\n\nworkflows\n1.3.0\n\n\nworkflowsets\n1.1.1\n\n\nyardstick\n1.3.2" |
| 8225 | + "text": "Our versions\nR version 4.5.1 (2025-06-13), Quarto (1.7.32)\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\nalmanac\n1.0.0\n\n\nbetacal\n0.1.0\n\n\nbonsai\n0.4.0\n\n\nbroom\n1.0.9\n\n\nbrulee\n0.5.0\n\n\nC50\n0.2.0\n\n\nCubist\n0.5.0\n\n\nCVST\n0.2-3\n\n\ndesirability2\n0.2.0\n\n\ndials\n1.4.2\n\n\ndimRed\n0.2.7\n\n\ndplyr\n1.1.4\n\n\nDRR\n0.0.4\n\n\nearth\n5.3.4\n\n\nembed\n1.2.0\n\n\n\n\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\nextrasteps\n0.3.0\n\n\nfinetune\n1.2.1\n\n\nforested\n0.2.0\n\n\nFormula\n1.2-5\n\n\nggplot2\n3.5.2\n\n\nigraph\n2.1.4\n\n\nimportant\n0.2.0\n\n\nirlba\n2.3.5.1\n\n\nkernlab\n0.9-33\n\n\nkknn\n1.4.1\n\n\nlattice\n0.22-7\n\n\nlightgbm\n4.6.0\n\n\nlme4\n1.1-37\n\n\nmirai\n2.5.0\n\n\nmodeldata\n1.5.1\n\n\n\n\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\nparallelly\n1.45.1\n\n\nparsnip\n1.3.3\n\n\nplotmo\n3.6.4\n\n\nplotrix\n3.8-4\n\n\nplumber\n1.3.0\n\n\nprobably\n1.1.1\n\n\npurrr\n1.1.0\n\n\nRANN\n2.6.2\n\n\nrecipes\n1.3.1\n\n\nrpart\n4.1.24\n\n\nrsample\n1.3.1\n\n\nRSpectra\n0.16-2\n\n\nrules\n1.0.2\n\n\nscales\n1.4.0\n\n\nsplines2\n0.5.4\n\n\n\n\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\nstacks\n1.1.1\n\n\ntailor\n0.1.0\n\n\ntext2vec\n0.6.4\n\n\ntextrecipes\n1.1.0\n\n\ntidymodels\n1.4.1\n\n\ntidyr\n1.3.1\n\n\ntune\n2.0.0\n\n\nuwot\n0.2.3\n\n\nvetiver\n0.2.5\n\n\nworkflows\n1.3.0\n\n\nworkflowsets\n1.1.1\n\n\nyardstick\n1.3.2" |
8226 | 8226 | }, |
8227 | 8227 | { |
8228 | 8228 | "objectID": "archive/2025-08-nyr/slides/intro-extra-recipes.html#looking-at-the-predictors", |
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12240 | 12240 | "href": "slides/intro-01-introduction.html#who-are-tidymodels", |
12241 | 12241 | "title": "1 - Introduction", |
12242 | 12242 | "section": "Who are tidymodels?", |
12243 | | - "text": "Who are tidymodels?\n\nSimon Couch\nHannah Frick\nEmil Hvitfeldt\nMax Kuhn\n\n\n+ our TA today, Kristin Bott!\n\n\nMany thanks to Davis Vaughan, Julia Silge, David Robinson, Julie Jung, Alison Hill, and Desirée De Leon for their role in creating these materials!" |
| 12243 | + "text": "Who are tidymodels?\n\nSimon Couch\nHannah Frick\nEmil Hvitfeldt\nMax Kuhn\n\n\n+ our TAs today, Kristin Bott and Ashley Henry!\n\n\nMany thanks to Davis Vaughan, Julia Silge, David Robinson, Julie Jung, Alison Hill, and Desirée De Leon for their role in creating these materials!" |
12244 | 12244 | }, |
12245 | 12245 | { |
12246 | 12246 | "objectID": "slides/intro-01-introduction.html#section-2", |
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12254 | 12254 | "href": "slides/intro-01-introduction.html#getting-the-materials", |
12255 | 12255 | "title": "1 - Introduction", |
12256 | 12256 | "section": "Getting the materials", |
12257 | | - "text": "Getting the materials\n\nIf you are using Posit Cloud:\n Log in to Posit Cloud (free): TODO-ADD-LATER\n\nIf you are working locally:\n# local download\nusethis::use_course(\"tidymodels/workshops\", destdir = \"some_path\")\n\n# or fork via\nusethis::create_from_github(\"tidymodels/workshops\", fork = TRUE)" |
| 12257 | + "text": "Getting the materials\n\nIf you are using Posit Cloud:\n Log in to Posit Cloud (free): Link on Discord\n\nIf you are working locally:\n# local download\nusethis::use_course(\"tidymodels/workshops\", destdir = \"some_path\")\n\n# or fork via\nusethis::create_from_github(\"tidymodels/workshops\", fork = TRUE)" |
12258 | 12258 | }, |
12259 | 12259 | { |
12260 | 12260 | "objectID": "slides/intro-01-introduction.html#asking-for-help", |
|
12331 | 12331 | "href": "slides/intro-01-introduction.html#what-is-tidymodels", |
12332 | 12332 | "title": "1 - Introduction", |
12333 | 12333 | "section": "What is tidymodels? ", |
12334 | | - "text": "What is tidymodels? \n\nlibrary(tidymodels)\n#> ── Attaching packages ──────────────────────────── tidymodels 1.4.1 ──\n#> ✔ broom 1.0.9 ✔ rsample 1.3.1 \n#> ✔ dials 1.4.2 ✔ tailor 0.1.0.9000\n#> ✔ dplyr 1.1.4 ✔ tidyr 1.3.1 \n#> ✔ infer 1.0.9 ✔ tune 2.0.0 \n#> ✔ modeldata 1.5.1 ✔ workflows 1.3.0 \n#> ✔ parsnip 1.3.3 ✔ workflowsets 1.1.1 \n#> ✔ purrr 1.1.0 ✔ yardstick 1.3.2 \n#> ✔ recipes 1.3.1\n#> ── Conflicts ─────────────────────────────── tidymodels_conflicts() ──\n#> ✖ purrr::discard() masks scales::discard()\n#> ✖ dplyr::filter() masks stats::filter()\n#> ✖ dplyr::lag() masks stats::lag()\n#> ✖ recipes::step() masks stats::step()" |
| 12334 | + "text": "What is tidymodels? \n\nlibrary(tidymodels)\n#> ── Attaching packages ──────────────────────────── tidymodels 1.4.1 ──\n#> ✔ broom 1.0.9 ✔ rsample 1.3.1\n#> ✔ dials 1.4.2 ✔ tailor 0.1.0\n#> ✔ dplyr 1.1.4 ✔ tidyr 1.3.1\n#> ✔ infer 1.0.9 ✔ tune 2.0.0\n#> ✔ modeldata 1.5.1 ✔ workflows 1.3.0\n#> ✔ parsnip 1.3.3 ✔ workflowsets 1.1.1\n#> ✔ purrr 1.1.0 ✔ yardstick 1.3.2\n#> ✔ recipes 1.3.1\n#> ── Conflicts ─────────────────────────────── tidymodels_conflicts() ──\n#> ✖ purrr::discard() masks scales::discard()\n#> ✖ dplyr::filter() masks stats::filter()\n#> ✖ dplyr::lag() masks stats::lag()\n#> ✖ recipes::step() masks stats::step()" |
12335 | 12335 | }, |
12336 | 12336 | { |
12337 | 12337 | "objectID": "slides/intro-01-introduction.html#the-whole-game", |
@@ -12394,14 +12394,14 @@ |
12394 | 12394 | "href": "slides/intro-01-introduction.html#lets-install-some-packages", |
12395 | 12395 | "title": "1 - Introduction", |
12396 | 12396 | "section": "Let’s install some packages", |
12397 | | - "text": "Let’s install some packages\nIf you are using your own laptop instead of Posit Cloud:\n\n# Install the packages for the workshop\npkgs <- \n c(\"bonsai\", \"Cubist\", \"doParallel\", \"earth\", \"embed\", \"finetune\", \n \"lightgbm\", \"lme4\", \"parallelly\", \"plumber\", \"probably\", \n \"ranger\", \"rpart\", \"rpart.plot\", \"rules\", \"splines2\", \"stacks\", \n \"text2vec\", \"textrecipes\", \"tidymodels\", \"vetiver\")\n\ninstall.packages(pkgs)" |
| 12397 | + "text": "Let’s install some packages\nIf you are using your own laptop instead of Posit Cloud:\n\n# Install the packages for the workshop\npkgs <- \n c(\"bonsai\", \"Cubist\", \"doParallel\", \"earth\", \"embed\", \"finetune\", \"forested\",\n \"lightgbm\", \"lme4\", \"parallelly\", \"plumber\", \"probably\", \n \"ranger\", \"rpart\", \"rpart.plot\", \"rules\", \"splines2\", \"stacks\", \n \"text2vec\", \"textrecipes\", \"tidymodels\", \"vetiver\")\n\ninstall.packages(pkgs)" |
12398 | 12398 | }, |
12399 | 12399 | { |
12400 | 12400 | "objectID": "slides/intro-01-introduction.html#our-versions", |
12401 | 12401 | "href": "slides/intro-01-introduction.html#our-versions", |
12402 | 12402 | "title": "1 - Introduction", |
12403 | 12403 | "section": "Our versions", |
12404 | | - "text": "Our versions\nR version 4.5.1 (2025-06-13), Quarto (1.7.32)\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\nbonsai\n0.4.0\n\n\nbroom\n1.0.9\n\n\nCubist\n0.5.0\n\n\ndials\n1.4.2\n\n\ndoParallel\n1.0.17\n\n\ndplyr\n1.1.4\n\n\nearth\n5.3.4\n\n\nembed\n1.2.0\n\n\nfinetune\n1.2.1\n\n\nforested\n0.2.0\n\n\nFormula\n1.2-5\n\n\n\n\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\nggplot2\n3.5.2\n\n\nlattice\n0.22-7\n\n\nlightgbm\n4.6.0\n\n\nlme4\n1.1-37\n\n\nmodeldata\n1.5.1\n\n\nparallelly\n1.45.1\n\n\nparsnip\n1.3.3\n\n\nplotmo\n3.6.4\n\n\nplotrix\n3.8-4\n\n\nplumber\n1.3.0\n\n\nprobably\n1.1.1\n\n\n\n\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\npurrr\n1.1.0\n\n\nranger\n0.17.0\n\n\nrecipes\n1.3.1\n\n\nrpart\n4.1.24\n\n\nrpart.plot\n3.1.3\n\n\nrsample\n1.3.1\n\n\nrules\n1.0.2\n\n\nscales\n1.4.0\n\n\nsplines2\n0.5.4\n\n\nstacks\n1.1.1.9001\n\n\ntailor\n0.1.0.9000\n\n\n\n\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\ntext2vec\n0.6.4\n\n\ntextrecipes\n1.1.0\n\n\ntidymodels\n1.4.1\n\n\ntidyr\n1.3.1\n\n\ntune\n2.0.0\n\n\nvetiver\n0.2.5\n\n\nworkflows\n1.3.0\n\n\nworkflowsets\n1.1.1\n\n\nyardstick\n1.3.2" |
| 12404 | + "text": "Our versions\nR version 4.5.1 (2025-06-13), Quarto (1.7.32)\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\nbonsai\n0.4.0\n\n\nbroom\n1.0.9\n\n\nCubist\n0.5.0\n\n\ndials\n1.4.2\n\n\ndoParallel\n1.0.17\n\n\ndplyr\n1.1.4\n\n\nearth\n5.3.4\n\n\nembed\n1.2.0\n\n\nfinetune\n1.2.1\n\n\nforested\n0.2.0\n\n\nFormula\n1.2-5\n\n\n\n\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\nggplot2\n3.5.2\n\n\nlattice\n0.22-7\n\n\nlightgbm\n4.6.0\n\n\nlme4\n1.1-37\n\n\nmodeldata\n1.5.1\n\n\nparallelly\n1.45.1\n\n\nparsnip\n1.3.3\n\n\nplotmo\n3.6.4\n\n\nplotrix\n3.8-4\n\n\nplumber\n1.3.0\n\n\nprobably\n1.1.1\n\n\n\n\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\npurrr\n1.1.0\n\n\nranger\n0.17.0\n\n\nrecipes\n1.3.1\n\n\nrpart\n4.1.24\n\n\nrpart.plot\n3.1.3\n\n\nrsample\n1.3.1\n\n\nrules\n1.0.2\n\n\nscales\n1.4.0\n\n\nsplines2\n0.5.4\n\n\nstacks\n1.1.1\n\n\ntailor\n0.1.0\n\n\n\n\n\n\n\n\n\n\n\npackage\nversion\n\n\n\n\ntext2vec\n0.6.4\n\n\ntextrecipes\n1.1.0\n\n\ntidymodels\n1.4.1\n\n\ntidyr\n1.3.1\n\n\ntune\n2.0.0\n\n\nvetiver\n0.2.5\n\n\nworkflows\n1.3.0\n\n\nworkflowsets\n1.1.1\n\n\nyardstick\n1.3.2" |
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12406 | 12406 | { |
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