From 4b1dc871bf94a03ae5d2222295fdfafcf49e4218 Mon Sep 17 00:00:00 2001 From: Zach Deane-Mayer <581590+zachmayer@users.noreply.github.com> Date: Tue, 13 Aug 2024 11:49:03 -0400 Subject: [PATCH] Update Description and add image alt text (#322) * use ekables * add email to description as well as new website * try-dark * copy from pkgdown site * copy from pkgdown site * alt text and bump date * spell and rebuild * where does lib come from anyways * try rich google results * rebuild * new * rename * greedy * ok * rebuild --- .Rbuildignore | 1 + DESCRIPTION | 6 +-- Makefile | 3 +- README.md | 40 +++++++++++-------- README.rmd | 9 ++++- _pkgdown.yml | 10 +++++ inst/WORDLIST | 3 ++ man/caretEnsemble.Rd | 3 +- man/figures/README-greedy-stack-6-plot-1.png | Bin 0 -> 92653 bytes man/figures/README-unnamed-chunk-2-1.png | Bin 93230 -> 0 bytes man/figures/README-unnamed-chunk-3-1.png | Bin 99318 -> 0 bytes man/figures/README-unnamed-chunk-4-1.png | Bin 92269 -> 0 bytes man/figures/README-unnamed-chunk-5-1.png | Bin 0 -> 92109 bytes vignettes/Version-4.0-New-Features.Rmd | 14 +++++-- vignettes/caretEnsemble-intro.Rmd | 7 ++-- 15 files changed, 68 insertions(+), 28 deletions(-) create mode 100644 man/figures/README-greedy-stack-6-plot-1.png delete mode 100644 man/figures/README-unnamed-chunk-2-1.png delete mode 100644 man/figures/README-unnamed-chunk-3-1.png delete mode 100644 man/figures/README-unnamed-chunk-4-1.png create mode 100644 man/figures/README-unnamed-chunk-5-1.png diff --git a/.Rbuildignore b/.Rbuildignore index 86338b3f..251d0f33 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -31,3 +31,4 @@ check_package.R ^docs$ ^pkgdown$ ^README\.Rmd$ +lib/ diff --git a/DESCRIPTION b/DESCRIPTION index f435d273..2f4476c8 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -2,12 +2,12 @@ Package: caretEnsemble Type: Package Title: Ensembles of Caret Models Version: 4.0.0 -Date: 2024-08-12 +Date: 2024-08-13 Authors@R: c(person(c("Zachary", "A."), "Deane-Mayer", role = c("aut", "cre", "cph"), email = "zach.mayer@gmail.com"), person(c("Jared", "E.", "Knowles"), role="ctb", email="jknowles@gmail.com"), - person("Antón", "López", role="ctb", email="zach.mayer+get-correct-email@gmail.com") + person("Antón", "López", role="ctb", email="anton.gomez.lopez@rai.usc.es") ) -URL: https://github.com/zachmayer/caretEnsemble +URL: http://zachmayer.github.io/caretEnsemble/, https://github.com/zachmayer/caretEnsemble BugReports: https://github.com/zachmayer/caretEnsemble/issues Description: Functions for creating ensembles of caret models: caretList() and caretStack(). caretList() is a convenience function for fitting multiple diff --git a/Makefile b/Makefile index 331c60d1..f793a882 100644 --- a/Makefile +++ b/Makefile @@ -99,6 +99,7 @@ check: .PHONY: check-win check-win: + rm -rf lib/ Rscript -e "devtools:::check_win()" .PHONY: fix-style @@ -150,7 +151,7 @@ dev-guide: clean: rm -rf *.Rcheck rm -f *.tar.gz - rm -f man/*.Rd + rm -rf man/ rm -f README.md rm -f coverage.rds rm -f cobertura.xml diff --git a/README.md b/README.md index 41b25b15..aa84322f 100644 --- a/README.md +++ b/README.md @@ -46,10 +46,10 @@ print(summary(models)) #> The following models were ensembled: rf, glmnet #> #> Model accuracy: -#> model_name metric value sd -#> -#> 1: rf RMSE 1127.974 83.50596 -#> 2: glmnet RMSE 1138.137 202.80472 +#> model_name metric value sd +#> +#> 1: rf RMSE 1168.108 422.9558 +#> 2: glmnet RMSE 1152.298 138.8310 ``` Then, use caretEnsemble to make a greedy ensemble of these models @@ -67,23 +67,20 @@ print(greedy_stack) #> Summary of sample sizes: 400, 400, 400, 400, 400 #> Resampling results: #> -#> RMSE Rsquared MAE -#> 1003.391 0.9357974 577.2895 +#> RMSE Rsquared MAE +#> 1096.53 0.933482 631.215 #> #> Tuning parameter 'max_iter' was held constant at a value of 100 #> #> Final model: #> Greedy MSE -#> RMSE: 1010.776 +#> RMSE: 1067.635 #> Weights: #> [,1] -#> rf 0.52 -#> glmnet 0.48 -ggplot2::autoplot(greedy_stack, training_data = dat, xvars = c("carat", "table")) +#> rf 0.43 +#> glmnet 0.57 ``` - - You can also use caretStack to make a non-linear ensemble ``` r @@ -101,7 +98,7 @@ print(rf_stack) #> Resampling results: #> #> RMSE Rsquared MAE -#> 894.1208 0.9518165 455.1419 +#> 1005.629 0.9423501 490.6683 #> #> Tuning parameter 'mtry' was held constant at a value of 2 #> @@ -113,12 +110,23 @@ print(rf_stack) #> Number of trees: 500 #> No. of variables tried at each split: 2 #> -#> Mean of squared residuals: 800137.3 -#> % Var explained: 94.96 +#> Mean of squared residuals: 1007817 +#> % Var explained: 94.29 +``` + +Use autoplot from ggplot2 to plot ensemble diagnostics: + +``` r +ggplot2::autoplot(greedy_stack, training_data = dat, xvars = c("carat", "table")) +``` + +6 panel plot of an ensemble of models fit to the diamonds dataset. The RF model is the best and has the highest weight. The residual plots look good. RMSE is about `r round(min(greedy_stack$ens_model$results$RMSE))`. + +``` r ggplot2::autoplot(rf_stack, training_data = dat, xvars = c("carat", "table")) ``` - +6 panel plot of an ensemble of models fit to the diamonds dataset. The RF model is the best and has the highest weight. The residual plots look good. RMSE is about `r round(min(rf_stack$ens_model$results$RMSE))`. # Installation diff --git a/README.rmd b/README.rmd index e370e1ea..da08947f 100644 --- a/README.rmd +++ b/README.rmd @@ -54,13 +54,20 @@ Then, use caretEnsemble to make a greedy ensemble of these models ```{r} greedy_stack <- caretEnsemble::caretEnsemble(models) print(greedy_stack) -ggplot2::autoplot(greedy_stack, training_data = dat, xvars = c("carat", "table")) ``` You can also use caretStack to make a non-linear ensemble ```{r} rf_stack <- caretEnsemble::caretStack(models, method = "rf") print(rf_stack) +``` + +Use autoplot from ggplot2 to plot ensemble diagnostics: +```{r greedy-stack-6-plot, fig.alt="6 panel plot of an ensemble of models fit to the diamonds dataset. The RF model is the best and has the highest weight. The residual plots look good. RMSE is about `r round(min(greedy_stack$ens_model$results$RMSE))`."} +ggplot2::autoplot(greedy_stack, training_data = dat, xvars = c("carat", "table")) +``` + +```{r, fig.alt="6 panel plot of an ensemble of models fit to the diamonds dataset. The RF model is the best and has the highest weight. The residual plots look good. RMSE is about `r round(min(rf_stack$ens_model$results$RMSE))`."} ggplot2::autoplot(rf_stack, training_data = dat, xvars = c("carat", "table")) ``` diff --git a/_pkgdown.yml b/_pkgdown.yml index d8775525..2d549257 100644 --- a/_pkgdown.yml +++ b/_pkgdown.yml @@ -1,4 +1,14 @@ url: http://zachmayer.github.io/caretEnsemble/ template: bootstrap: 5 + light-switch: true + bslib: + primary: "#0054AD" + border-radius: 0.5rem + btn-border-radius: 0.25rem + danger: "#A6081A" + opengraph: + image: + src: man/figures/README-greedy-stack-6-plot.png + alt: "6 panel plot of an ensemble of models fit to the diamonds dataset. The RF model is the best and has the highest weight. The residual plots look good." diff --git a/inst/WORDLIST b/inst/WORDLIST index bc3f6f44..e64f8da2 100644 --- a/inst/WORDLIST +++ b/inst/WORDLIST @@ -10,6 +10,7 @@ CMD CodeFactor codebase coercible +dat Deane defaultControl dev @@ -51,12 +52,14 @@ prob probs readme resid +rf roxygen rpart 's savePredictions scalability scikit +setosa SDs trainControl travis diff --git a/man/caretEnsemble.Rd b/man/caretEnsemble.Rd index 1ad62756..f497b724 100644 --- a/man/caretEnsemble.Rd +++ b/man/caretEnsemble.Rd @@ -56,6 +56,7 @@ summary(ens) \seealso{ Useful links: \itemize{ + \item \url{http://zachmayer.github.io/caretEnsemble/} \item \url{https://github.com/zachmayer/caretEnsemble} \item Report bugs at \url{https://github.com/zachmayer/caretEnsemble/issues} } @@ -67,7 +68,7 @@ Useful links: Other contributors: \itemize{ \item Jared E. Knowles \email{jknowles@gmail.com} [contributor] - \item Antón López \email{zach.mayer+get-correct-email@gmail.com} [contributor] + \item Antón López \email{anton.gomez.lopez@rai.usc.es} [contributor] } } diff --git a/man/figures/README-greedy-stack-6-plot-1.png b/man/figures/README-greedy-stack-6-plot-1.png new file mode 100644 index 0000000000000000000000000000000000000000..60c024eb31532d25519c4511a1756acabfffb6f6 GIT binary patch literal 92653 zcmce-Wm{a^)&zIwKfk9-0fq`$pLIW-C5$mjAU{FZr!ou>F z!eYX2nB(^9!38&Aklh1|n zr@Ehf6w8^$f;(zrscngCv}_w$dDu-q^WIx?I9>Y~-AJdIxJC{^hg(6vGqY7Yu-n_q z<=EvliRd*+Px~{0CV>JRZ@ar=>E!Hl|JuTB!`++dQH8u1c*tttVmaq9$(AwLD@I?9 zwl9?6(;(b}!983rw^jP*Ewr9`Fg5H<vvhOO+*^Y4d;b`Tcd(vUk~EE~*yf^=Tcl@ivLZK5;V`B}?V+iepG6 zgL!Qq%A0YMIot&)n08BRpgsHrU$3ExM=SomV@WB;R3~lGY>Fw$y1%Pa7te72smOCZ zlWsb^lec0z!Y(o)*v1wOeU?wjT87ntST&utv9cT+#Sf;A{xybd1iPl1FA-$>6VOS{j^R7hJ9yxq*o zoF?H+zLU-}Nia&p`rqS|#Qg=~5a)f4r5sW+iZGhul0;$~NF;GEx@wx5bpt0=%;E@d 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