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cyclops documentation
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  • User Guide
    • Installation
    • Evaluation
      • Breast Cancer Classification and Evaluation
    • Model Report
      • Report Generation for Heart Failure Prediction
    • Monitoring
  • Tutorials
    • Example use cases
      • Heart Failure Prediction
      • Mortality Prediction
      • Prolonged Length of Stay Prediction
      • Readmission Prediction
      • Chest X-Ray Disease Classification
  • 🧑🏿‍💻 Developing
  • Contributing to cyclops
  • API Reference
    • cyclops.data
      • cyclops.data.slicer
        • cyclops.data.slicer.compound_filter
        • cyclops.data.slicer.filter_datetime
        • cyclops.data.slicer.filter_non_null
        • cyclops.data.slicer.filter_range
        • cyclops.data.slicer.filter_string_contains
        • cyclops.data.slicer.filter_value
        • cyclops.data.slicer.is_datetime
        • cyclops.data.slicer.overall
        • cyclops.data.slicer.SliceSpec
      • cyclops.data.aggregate
        • cyclops.data.aggregate.tabular_as_aggregated
        • cyclops.data.aggregate.timestamp_ffill_agg
        • cyclops.data.aggregate.Aggregator
      • cyclops.data.features.medical_image
        • cyclops.data.features.medical_image.MedicalImage
    • cyclops.tasks
      • cyclops.tasks.classification
        • cyclops.tasks.classification.BinaryTabularClassificationTask
        • cyclops.tasks.classification.MultilabelImageClassificationTask
    • Evaluator
    • Fairness Evaluator
    • Evaluation Metrics
      • Accuracy
      • AUROC
      • Average Precision
      • F1-Score
      • F-beta Score
      • Precision
      • PrecisionRecallCurve
      • Recall
      • ROC Curve
      • Sensitivity
      • Specificity
      • StatScores
    • cyclops.monitor
      • cyclops.monitor.clinical_applicator
        • cyclops.monitor.clinical_applicator.ClinicalShiftApplicator
      • cyclops.monitor.synthetic_applicator
        • cyclops.monitor.synthetic_applicator.binary_noise_shift
        • cyclops.monitor.synthetic_applicator.feature_association_shift
        • cyclops.monitor.synthetic_applicator.feature_swap_shift
        • cyclops.monitor.synthetic_applicator.gaussian_noise_shift
        • cyclops.monitor.synthetic_applicator.knockout_shift
        • cyclops.monitor.synthetic_applicator.SyntheticShiftApplicator
    • cyclops.report
      • cyclops.report.report
        • cyclops.report.report.ModelCardReport
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API Reference#

  • cyclops.data
  • cyclops.tasks
  • Evaluator
  • Fairness Evaluator
  • Evaluation Metrics
  • cyclops.monitor
  • cyclops.report
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cyclops.data
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Contributing to cyclops
Copyright © 2024, Vector AI Engineering

All source code for cyclops is freely available under the terms of an Apache-2.0 license.
This work is made possible due to the data obtained from the GEMINI study.
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