autoBOTLibLogo

About:

  • Key idea underlying autoBOTLib

Tutorial and first steps:

  • Installation
  • autoBOTLib library
  • Suggested use
  • Model persistence
  • autoBOTLib CLI
  • Feature types
  • Using custom classifiers
  • Using custom feature transformers
  • Obtaining underlying representations
  • Singularity container for autoBOT
  • Using custom background knowledge
  • Using custom metrics
  • Potentially interesting further work
  • Releases
  • autoBOT API
  • Scaling up (SLING)
  • Performance on shared tasks

Contents:

  • autoBOTLib
autoBOTLib
  • »
  • Welcome to autoBOT’s documentation
  • View page source

Welcome to autoBOT’s documentation¶

autoBOT is an autoML system for automatic explainable classification of texts. It includes automatically generated features at different granularities, evolved to offer optimal performance/explainability tradeoff.

About:

  • Key idea underlying autoBOTLib

Tutorial and first steps:

  • Installation
  • autoBOTLib library
  • Suggested use
  • Model persistence
  • autoBOTLib CLI
  • Feature types
  • Using custom classifiers
  • Using custom feature transformers
    • Using custom features
    • Extending existing feature spaces
  • Obtaining underlying representations
  • Singularity container for autoBOT
  • Using custom background knowledge
  • Using custom metrics
  • Potentially interesting further work
    • Extensions with contextual neural representations
    • Improving the classification phase
    • Speeding up evolution
    • Meta-transfer learning
  • Releases
  • autoBOT API
  • Scaling up (SLING)
  • Performance on shared tasks

Contents:

  • autoBOTLib
    • autoBOTLib package
      • Subpackages
        • autoBOTLib.features package
        • autoBOTLib.learning package
        • autoBOTLib.misc package
        • autoBOTLib.optimization package
      • Submodules
      • autoBOTLib.cli module
      • Module contents
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