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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.
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Track the hyperparameters, metrics, output, and source code of every training run.
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Compare hyperparmaeters and metrics across runs to find the best performing model.
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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.