R Machine Learning

Open-source R projects categorized as Machine Learning | Edit details

Top 8 R Machine Learning Projects

  • GitHub repo textfeatures

    👷‍♂️ A simple package for extracting useful features from character objects 👷‍♀️

    Project mention: Using dictionaries to check text in R, language processing | reddit.com/r/rstats | 2021-08-18

    TextFeatures can be used to create a summary table of occurrences of text features like number of unique words, etc. Don't know if it does nouns or verbs.

  • GitHub repo ParBayesianOptimization

    Parallelizable Bayesian Optimization in R

    Project mention: [D] Selecting Hyperparameters Using Bayesian Optimization | reddit.com/r/statistics | 2021-03-03

    Disclaimer: I am the maintainer of ParBayesianOptimization. That readme has a pretty good walkthrough of how Bayesian optimization works.

  • Nanos

    Run Linux Software Faster and Safer than Linux with Unikernels.

  • GitHub repo mlr3learners

    Recommended learners for mlr3

    Project mention: Machine learning algorithms in R | reddit.com/r/rstats | 2021-08-03
  • GitHub repo miceRanger

    miceRanger: Fast Imputation with Random Forests in R

    Project mention: Multiple imputation packages in R | reddit.com/r/Rlanguage | 2021-09-14

    I developed miceRanger because the mice package uses a really slow implementation of random forests. It has a bunch of plotting capabilities and can impute new datasets without re-training the models used in the mice procedure.

  • GitHub repo lmtp

    :package: Non-parametric Causal Effects of Feasible Interventions Based on Modified Treatment Policies :crystal_ball:

    Project mention: [Q] Should G-methods, IPTW always be used over traditional regression? | reddit.com/r/statistics | 2021-09-12

    The tlverse/sl3 super learner library is much better integrated and a lot more powerful (a bit more complicated in the beginning but once you understand it, its great). LMTP has a separate branch that uses sl3: https://github.com/nt-williams/lmtp/tree/sl3-devel. To specify formulas is sl3, you just do Lrnr_glmnet$new(formula = ~ 1 + W + A + A*W), but make sure to download the "dev" version: devtools::install_github("tlverse/sl3", ref = "devel").

  • GitHub repo tmle3mopttx

    🎯 💯 Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Intervention

    Project mention: [D] Is there a such thing as "Prespective Statistical Models"? | reddit.com/r/statistics | 2021-09-21

    This package and the references therein allows for nonparametric estimation and inference for the optimal dynamic treatment: https://github.com/tlverse/tmle3mopttx.

  • GitHub repo causalglm

    Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learning

    Project mention: [Q] Sensitivity of (Causal) Inference to Nonlinear Functional Form | reddit.com/r/statistics | 2021-09-28

    Why not both? https://tlverse.org/causalglm/ (Will replace this with a more informative comment when I have free time later today)

  • Scout APM

    Scout APM: A developer's best friend. Try free for 14-days. Scout APM uses tracing logic that ties bottlenecks to source code so you know the exact line of code causing performance issues and can get back to building a great product faster.

  • GitHub repo ggshakeR

    An analysis and visualization R package that works with publicly available soccer data

    Project mention: ggshakeR - R’s first all-in-one data analysis and visualization package on open soccer data | reddit.com/r/rstats | 2021-10-18
NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2021-10-18.

Index

What are some of the best open-source Machine Learning projects in R? This list will help you:

Project Stars
1 textfeatures 151
2 ParBayesianOptimization 69
3 mlr3learners 60
4 miceRanger 38
5 lmtp 25
6 tmle3mopttx 7
7 causalglm 6
8 ggshakeR 5
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