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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.
To install the release version:
install.packages("guildai")
guildai::install_guild()
To install the development version:
remotes::install_github("guildai/guildai-r")
guildai::install_guild("dev")
Guild AI can be used with any machine learning framework, or no framework at all.