automl package

Subpackages

• automl.bayesianoptimizationpiepeline package
  • Submodules
  • automl.bayesianoptimizationpiepeline.base module
  • Module contents
• automl.createconfigspacepipeline package
  • Submodules
  • automl.createconfigspacepipeline.base module
  • Module contents
• automl.datahandler package
  • Submodules
  • automl.datahandler.dataloader module
  • Module contents
• automl.discovery package
  • Submodules
  • automl.discovery.assistant module
  • automl.discovery.pipeline_generation module
  • Module contents
• automl.errors package
  • Submodules
  • automl.errors.customerrors module
  • Module contents
• automl.metalearning package
  • Subpackages
    • automl.metalearning.database package
      • Submodules
      • automl.metalearning.database.configurations_parsing module
      • automl.metalearning.database.load_db module
      • Module contents
    • automl.metalearning.metafeatures package
      • Submodules
      • automl.metalearning.metafeatures.computation module
      • automl.metalearning.metafeatures.metafeatures_interaction module
      • Module contents
  • Module contents
• automl.utl package
  • Submodules
  • automl.utl.arff_operations module
  • automl.utl.json_utils module
  • automl.utl.miscellaneous module
  • Module contents

Submodules

automl.globalvars module

Here we expose shared variables to use inside the package.

automl.globalvars.LOGGER_IDENTIFIER = 'automl-logger'

Identifier for the logging messages coming from any model in the package.

Module contents

Automated Machine Learning tool for Python.

This package has been developed by students of the Eindhoven University of Technology (TU/e) for Achmea’s internal use. It is intended to assist the Data Scientists to solve classification (and possibly regression) problems by automatically finding pipelines that include pre-processing, feature engineering and classification/regression models to solve a dataset.

automl.automl_log(message=None, level=10)

Print a generic AutoML log messages, based on the level.

Parameters:level (str) – The log level as in python’s logging package.