Toolkit to automate and optimize machine learning model development

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  • License: Apache Software License (Apache 2.0)
  • Author: Guild AI
  • Tags guild, guildai, tensorflow, keras, pytorch, mxnet, xgboost, scikit-learn
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Project description

Guild AI is an [open source](LICENSE.txt) toolkit that automates and optimizes machine learning experiments.

  • Run unmodified training scripts, capturing each run result as a unique experiment

  • Automate trials using grid search, random search, and Bayesian optimization

  • Compare and analyze runs to understand and improve models

  • Backup training related operations such as data preparation and test

  • Archive runs to S3 or other remote systems

  • Run operations remotely on cloud accelerators

  • Package and distribute models for easy reproducibility

For more on features, see [Guild AI - Features](https://guild.ai/features/).

Important links:

  • [Latest release on PyPI](https://pypi-hypernode.com/pypi/guildai)

  • [Guild AI website](https://www.guild.ai)

  • [Guild AI Slack](https://guildai.slack.com/join/shared_invite/enQtNDgxNDg5ODk2MjI2LWQ5ODI3ZGE2YzljYWViNTA0NjFmNDg4NTI3ZjY2Mjk2YTkzZjAxZWM3M2EyNTcyZWU0YzgzM2IwMTI0ZjFhNTU) (for questions/support)

  • [Documentation](https://www.guild.ai/docs/)

  • [Open issues](https://github.com/guildai/guildai/issues)

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  • License: Apache Software License (Apache 2.0)
  • Author: Guild AI
  • Tags guild, guildai, tensorflow, keras, pytorch, mxnet, xgboost, scikit-learn
Classifiers

Release history Release notifications | RSS feed

0.9.0

0.9.0rc1 pre-release

0.8.2

0.8.2.dev1 pre-release

0.8.1

0.8.1rc1 pre-release

0.8.0

0.8.0rc2 pre-release

0.8.0rc1 pre-release

0.7.5

0.7.4

0.7.4rc1 pre-release

0.7.3

0.7.2

0.7.1.post1

0.7.1

0.7.0.post1

0.7.0

0.7.0rc1 pre-release yanked

0.6.6

0.6.5

0.6.4

0.6.3

0.6.2

This version

0.6.1

0.6.0

0.5.4

0.5.3

0.5.2

0.5.1

0.5.0

0.4.0

0.3.2

0.3.1

0.3.0

0.1.2

0.1.0.post2

0.1.0

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