guildai provides a suite of tools for tracking, visualizing, and managing machine learning experiments. The {guildai} R package is a successor to the {tfruns} package.

Track the hyperparameters, metrics, output, and source code of every training run.
Compare hyperparmaeters and metrics across runs to find the best performing model.
No changes to source code required.

Installation

The R package provides an interface to Guild AI Core. The R package will automatically download and install Guild AI Core on first use, or you can call install_guild() directly to customize the installation.

# install.packages("guildai")
if(!requireNamespace("remotes"))
  install.packages("remotes", repos = "https://cran.rstudio.com")
remotes::install_github("guildai/guildai-r")
guildai::install_guild()

Guild AI can be used with any machine learning framework, or no framework at all.

Get Started

R interface to Guild AI

Installation