diff --git a/mlr-org/ecosystem.qmd b/mlr-org/ecosystem.qmd index 015dc6dd..b5198f94 100644 --- a/mlr-org/ecosystem.qmd +++ b/mlr-org/ecosystem.qmd @@ -18,7 +18,7 @@ The dot next to the package name indicates the [lifecycle stage](https://lifecyc - Experimental packages are marked with an orange dot . - Planned packages are marked with a red dot . -![Graph of Extension Packages](images/mlr3_ecosystem.png) +![Graph of Extension Packages](images/mlr3_ecosystem.svg) If you use our packages in your research, please cite our articles on mlr3 [@mlr3], mlr3proba [@mlr3proba] or mlr3pipelines [@mlr3pipelines]. To get the citation information of other packages, call diff --git a/mlr-org/images/mlr3_ecosystem.png b/mlr-org/images/mlr3_ecosystem.png deleted file mode 100644 index d948c010..00000000 Binary files a/mlr-org/images/mlr3_ecosystem.png and /dev/null differ diff --git a/mlr-org/images/mlr3_ecosystem.svg b/mlr-org/images/mlr3_ecosystem.svg new file mode 100644 index 00000000..86eb4ad0 --- /dev/null +++ b/mlr-org/images/mlr3_ecosystem.svg @@ -0,0 +1,1516 @@ + + + + + + + + + Feature Selection + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³fselect + + + Wrapper-based FS + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³filters + + + Filter-based FS + + + + + + Other + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³batchmark + + + mlr3 - batchtools connector + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³misc + + + Devel Helper Functions + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³measures + + + Performance Measures + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³verse + + + Meta-package + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + rush + + + Asynchronous Parallellization + + + + + + Data + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³db + + + Database Backends + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³oml + + + OpenML Connection + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³data + + + Example datasets + + + + + + Learners + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³extralearners + + + Additional learners + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³learners + + + Core learners for mlr3 + + + + + + + + + Analysis + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³summary + + + Model Summaries + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³viz + + + Visualization + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³benchmark + + + Tools for benchmarking + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³inferr + + + Inference on the Generalization Error + + + + + + Pipelines + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³pipelines + + + Preprocessing, pipelines & ensembles + + + + + + Special Tasks & Targets + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³fda + + + Functional Data Analysis + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³cluster + + + Cluster Analysis + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³forecast + + + Time Series Forecasting & Resampling + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³spatiotempcv + + + Spatiotemporal resampling + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³spatial + + + Spatial prediction support + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³proba + + + Probabilistic Learning & Survival Analysis + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³fairness + + + Fairness in Machine Learning + + + + + + + + + + Core + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³ + + + tasks, learners, train-test-eval, + resample, benchmark + + + + + + + + + + + + + + + + + + + + + + Tuning & Optimization + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + miesmuschel + + + Flexible Mixed Integer + Evolutionary Strategies + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³hyperband + + + Hyperband Parameter Tuning + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³tuning + + + Hyperparameter Tuning + + + + + + + + + + + + paradox + Parameter Sets + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³mbo + + + Bayesian Optimization + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr3tuningspaces + + + Tuning spaces for mlr3 learners + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr3automl + + + Automatic Machine Learning + + + + + + + + + bbotk + Black-Box Optimization + + + + + + + + + + + + + + + + Maturing + Planned + Stable + + + + + + + + + + + + + + + + + + + + + + + + + + + + mlr³torch + + + Deep Learning Framework + + + + + + + + + +