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Open source AI/ML capabilities for the FiftyOne ecosystem

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voxel51/fiftyone-brain

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FiftyOne Brain contains the open source AI/ML capabilities for theFiftyOne ecosystem, enabling users toautomatically analyze and manipulate their datasets and models. FiftyOne Brainincludes features like visual similarity search, query by text, finding uniqueand representative samples, finding media quality problems and annotationmistakes, and more 🚀

Documentation

Public documentation for the FiftyOne Brain isavailable here.

Installation

The FiftyOne Brain is distributed via thefiftyone-brain package, and asuitable version is automatically included with everyfiftyone install:

pip install fiftyonepip show fiftyone-brain

Installing from source

If you wish to do a source install of the latest FiftyOne Brain version, simplyclone this repository:

git clone https://github.com/voxel51/fiftyone-braincd fiftyone-brain

and run the install script:

# Mac or Linuxbash install.bash# Windows.\install.bat

Developer installation

If you are a developer contributing to this repository, you should perform adeveloper installation using the-d flag of the install script:

# Mac or Linuxbash install.bash -d# Windows.\install.bat -d

Check out thecontribution guide to get started.

Uninstallation

pip uninstall fiftyone-brain

Repository layout

  • fiftyone/brain/ definition of thefiftyone.brain namespace
  • requirements/ Python requirements for the project
  • tests/ tests for the various components of the Brain

Citation

If you use the FiftyOne Brain in your research, please cite the project:

@article{moore2020fiftyone,title={FiftyOne},author={Moore, B. E. and Corso, J. J.},journal={GitHub. Note: https://github.com/voxel51/fiftyone-brain},year={2020}}

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