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AutoKeras vs FEDOT

AutoKeras

7.3#2 in automl softwareFree plan
Free planAPILinuxmacOSSelf-hosted
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FEDOT

6.8#6 in automl softwareFree plan
Free planAPILinuxmacOSSelf-hosted
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What both publish

FactAutoKerasFEDOT
InstallationThe official installation method is pip install autokeras, with Python 3 required.The project README documents installation with pip, including an extra option for image and text processing and deep neural networks.
MaintainerThe package is developed by DATA Lab at Texas A&M University in collaboration with keras-team for version 1.0 and above.FEDOT is developed and maintained by the NSS Lab team, part of the National Center for Cognitive Technologies at ITMO University in Russia.
PurposeAutoKeras is an AutoML system based on Keras, developed to make machine learning accessible to everyone.FEDOT is an open-source framework for automated modeling and machine learning that builds end-to-end solutions using an evolutionary approach.

AutoKeras plans

  • AutoKerasFree
  • Open-source libraryFree

FEDOT plans

  • FEDOTFree

Pick AutoKeras if…

AutoKeras suits developers and machine-learning practitioners who want automated model selection within a code-based workflow. It supports several data types and allows users to customize model blocks and training validation settings.

Pick FEDOT if…

FEDOT suits developers and researchers building automated machine-learning pipelines for supported data types and tasks. Its controls offer both automated composition and parameter-guided workflows.

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