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.baselines module
      • autoBOTLib.conceptnet_features module
      • autoBOTLib.contextual_embeddings module
      • autoBOTLib.data_utils module
      • autoBOTLib.doc_similarity module
      • autoBOTLib.feature_constructors module
      • autoBOTLib.helpers module
      • autoBOTLib.keyword_features module
      • autoBOTLib.metrics module
      • autoBOTLib.minimal_test module
      • autoBOTLib.minimal_test_load module
      • autoBOTLib.rakun module
      • autoBOTLib.sentence_embeddings module
      • autoBOTLib.strategy_ga module
      • autoBOTLib.strategy_random_search module
      • autoBOTLib.topic_features module
      • autoBOTLib.word_relations module
      • Module contents
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