README.md

In guildai: Track Machine Learning Experiments

R interface to Guild AI

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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.

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

guildai documentation built on March 7, 2023, 5:32 p.m.