nannyml package

Subpackages

• nannyml.cli package
  • Submodules
    • nannyml.cli.cli module
    • nannyml.cli.run module
  • Module contents
• nannyml.data_quality package
  • Subpackages
    • nannyml.data_quality.missing package
      • Submodules
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    • nannyml.data_quality.range package
      • Submodules
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    • nannyml.data_quality.unseen package
      • Submodules
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• nannyml.datasets package
  • Subpackages
    • nannyml.datasets.data package
      • Module contents
  • Submodules
    • nannyml.datasets.datasets module
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• nannyml.distribution package
  • Subpackages
    • nannyml.distribution.categorical package
      • Submodules
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    • nannyml.distribution.continuous package
      • Submodules
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• nannyml.drift package
  • Subpackages
    • nannyml.drift.multivariate package
      • Subpackages
      • Module contents
    • nannyml.drift.univariate package
      • Submodules
      • Module contents
  • Submodules
    • nannyml.drift.ranker module
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• nannyml.io package
  • Subpackages
    • nannyml.io.db package
      • Submodules
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    • nannyml.io.store package
      • Submodules
      • Module contents
  • Submodules
    • nannyml.io.base module
    • nannyml.io.file_reader module
    • nannyml.io.file_writer module
    • nannyml.io.pickle_file_writer module
    • nannyml.io.raw_files_writer module
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• nannyml.performance_calculation package
  • Subpackages
    • nannyml.performance_calculation.metrics package
      • Submodules
      • Module contents
  • Submodules
    • nannyml.performance_calculation.calculator module
    • nannyml.performance_calculation.result module
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• nannyml.performance_estimation package
  • Subpackages
    • nannyml.performance_estimation.confidence_based package
      • Submodules
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    • nannyml.performance_estimation.direct_loss_estimation package
      • Submodules
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• nannyml.plots package
  • Subpackages
    • nannyml.plots.blueprints package
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    • nannyml.plots.components package
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  • Submodules
    • nannyml.plots.colors module
    • nannyml.plots.util module
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• nannyml.sampling_error package
  • Submodules
    • nannyml.sampling_error.binary_classification module
    • nannyml.sampling_error.multiclass_classification module
    • nannyml.sampling_error.regression module
    • nannyml.sampling_error.summary_stats module
  • Module contents
• nannyml.stats package
  • Subpackages
    • nannyml.stats.avg package
      • Submodules
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    • nannyml.stats.count package
      • Submodules
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    • nannyml.stats.median package
      • Submodules
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    • nannyml.stats.std package
      • Submodules
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    • nannyml.stats.sum package
      • Submodules
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  • Module contents

Submodules

• nannyml.analytics module
• nannyml.base module
• nannyml.calibration module
• nannyml.chunk module
• nannyml.config module
• nannyml.exceptions module
• nannyml.runner module
• nannyml.thresholds module
• nannyml.usage_logging module

Module contents

The NannyML library, helping you maintain model performance since 2020.

Use the library to: - Calculate drift on model inputs, outputs and ground truth - Calculate performance metrics for your model - Estimate model performance metrics in the absence of ground truth