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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.
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.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.