aisquared.config.preprocessing package

Subpackages

• aisquared.config.preprocessing.image package
  • Submodules
  • aisquared.config.preprocessing.image.ImagePreprocessing module
    • ImagePreprocesser
      • ImagePreprocesser.add_step()
      • ImagePreprocesser.step_dict
      • ImagePreprocesser.to_dict()
  • aisquared.config.preprocessing.image.Steps module
    • AddValue
      • AddValue.to_dict()
      • AddValue.value
    • ConvertToColor
      • ConvertToColor.color
      • ConvertToColor.to_dict()
    • DivideValue
      • DivideValue.to_dict()
      • DivideValue.value
    • MultiplyValue
      • MultiplyValue.to_dict()
      • MultiplyValue.value
    • Resize
      • Resize.method
      • Resize.preserve_aspect_ratio
      • Resize.size
      • Resize.to_dict()
    • SubtractValue
      • SubtractValue.to_dict()
      • SubtractValue.value
  • Module contents
• aisquared.config.preprocessing.tabular package
  • Submodules
  • aisquared.config.preprocessing.tabular.Steps module
    • DropColumn
      • DropColumn.column
      • DropColumn.to_dict()
    • MinMax
      • MinMax.columns
      • MinMax.maxs
      • MinMax.mins
      • MinMax.to_dict()
    • OneHot
      • OneHot.column
      • OneHot.to_dict()
      • OneHot.values
    • ZScore
      • ZScore.columns
      • ZScore.means
      • ZScore.stds
      • ZScore.to_dict()
  • aisquared.config.preprocessing.tabular.TabularPreprocessing module
    • TabularPreprocesser
      • TabularPreprocesser.add_step()
      • TabularPreprocesser.to_dict()
  • Module contents
• aisquared.config.preprocessing.text package
  • Submodules
  • aisquared.config.preprocessing.text.Steps module
    • ConvertToCase
      • ConvertToCase.lowercase
      • ConvertToCase.to_dict()
    • ConvertToVocabulary
      • ConvertToVocabulary.max_vocab
      • ConvertToVocabulary.oov_character
      • ConvertToVocabulary.start_character
      • ConvertToVocabulary.to_dict()
      • ConvertToVocabulary.vocabulary
    • PadSequences
      • PadSequences.length
      • PadSequences.pad_character
      • PadSequences.pad_location
      • PadSequences.to_dict()
      • PadSequences.truncate_location
    • RemoveCharacters
      • RemoveCharacters.remove_digits
      • RemoveCharacters.remove_punctuation
      • RemoveCharacters.to_dict()
    • Tokenize
      • Tokenize.split_sentences
      • Tokenize.split_words
      • Tokenize.to_dict()
      • Tokenize.token_pattern
    • Trim
      • Trim.to_dict()
  • aisquared.config.preprocessing.text.TextPreprocessing module
    • TextPreprocesser
      • TextPreprocesser.add_step()
      • TextPreprocesser.step_dict
      • TextPreprocesser.to_dict()
  • Module contents

Module contents

The aisquared.config.preprocessing subpackage contains utilities to configure the preprocessing of data in the data pipeline. It contains

three separate subpackages, aisquared.config.preprocessing.text, aisquared.config.preprocessing.image, and aisquared.config.preprocessing.tabular, which configure the preprocessing of different types of data.