autoBOTLib Logo

About:

  • Key idea underlying autoBOTLib

Tutorial and first steps:

  • Installation
  • autoBOTLib library
  • Feature types
  • Using custom classifiers
  • Using custom feature transformers
  • Model persistence
  • Obtaining underlying representations
  • autoBOTLib CLI
  • 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
  • Feature types
  • Using custom classifiers
  • Using custom feature transformers
    • Using custom features
    • Extending existing feature spaces
  • Model persistence
  • Obtaining underlying representations
  • autoBOTLib CLI
  • 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
      • Submodules
      • autoBOTLib.features_concepts module
      • autoBOTLib.features_contextual module
      • autoBOTLib.features_document_graph module
      • autoBOTLib.features_keyword module
      • autoBOTLib.features_sentence_embeddings module
      • autoBOTLib.features_token_relations module
      • autoBOTLib.features_topic module
      • autoBOTLib.misc_helpers module
      • autoBOTLib.misc_keyword_detection module
      • autoBOTLib.optimization_engine module
      • autoBOTLib.optimization_feature_constructors module
      • autoBOTLib.optimization_metrics module
      • autoBOTLib.optimization_random module
      • autoBOTLib.optimization_utils module
      • Module contents
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© Copyright 2021, Blaz Skrlj.

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