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pdstools

Getting Started

  • Getting Started for Data Scientists
  • Getting Started with the ADM Health Check Tool
  • Getting Started with the Decision Analyzer Tool
  • Logging and Debugging

Examples

  • Example ADM analysis
  • Example IH (Interaction History) Analysis
  • Example Prediction Studio Analysis
  • Value Finder Analysis
  • Explainability Extract Analysis
  • Decision Analysis
  • HDS (Historical Data Set) Analysis and Finding new Features
  • Customer Profiles from ADM-NB Models

Articles

  • Adaptive Gradient Boosting (AGB) Explained
  • Thompson Sampling
  • ADM NB Explained
  • Global Explanations for Adaptive Gradient Boosting Models

Reference Information

  • Additional References
    • Changelog
    • GitHub Repository

Documentation

  • Command Line Interface
  • API Reference
    • pdstools
      • pdstools.adm
        • pdstools.adm.ADMDatamart
        • pdstools.adm.Aggregates
        • pdstools.adm.Analysis
        • pdstools.adm.BinAggregator
        • pdstools.adm.HealthCheckImport
        • pdstools.adm.HealthCheckMarkdown
        • pdstools.adm.Plots
        • pdstools.adm.Reports
        • pdstools.adm.Schema
        • pdstools.adm.trees
      • pdstools.cli
      • pdstools.data_quality
      • pdstools.decision_analyzer
        • pdstools.decision_analyzer.DecisionAnalyzer
        • pdstools.decision_analyzer.column_schema
        • pdstools.decision_analyzer.data_read_utils
        • pdstools.decision_analyzer.plots
        • pdstools.decision_analyzer.stage_grouping
        • pdstools.decision_analyzer.utils
      • pdstools.explanations
        • pdstools.explanations.Aggregates
        • pdstools.explanations.ContextOperations
        • pdstools.explanations.Explanations
        • pdstools.explanations.Plots
        • pdstools.explanations.Reports
        • pdstools.explanations.Schema
      • pdstools.ih
        • pdstools.ih.Aggregates
        • pdstools.ih.IH
        • pdstools.ih.Plots
        • pdstools.ih.Schema
      • pdstools.impactanalyzer
        • pdstools.impactanalyzer.ImpactAnalyzer
        • pdstools.impactanalyzer.Plots
        • pdstools.impactanalyzer.Schema
        • pdstools.impactanalyzer.statistics
      • pdstools.infinity
        • pdstools.infinity.client
        • pdstools.infinity.internal
        • pdstools.infinity.resources
          • pdstools.infinity.resources.knowledge_buddy
            • pdstools.infinity.resources.knowledge_buddy.knowledge_buddy
          • pdstools.infinity.resources.prediction_studio
            • pdstools.infinity.resources.prediction_studio.base
            • pdstools.infinity.resources.prediction_studio.local_model_utils
            • pdstools.infinity.resources.prediction_studio.model_security
            • pdstools.infinity.resources.prediction_studio.schemas
              • pdstools.infinity.resources.prediction_studio.schemas.model
              • pdstools.infinity.resources.prediction_studio.schemas.model_instance
              • pdstools.infinity.resources.prediction_studio.schemas.notification
              • pdstools.infinity.resources.prediction_studio.schemas.prediction
            • pdstools.infinity.resources.prediction_studio.types
            • pdstools.infinity.resources.prediction_studio.v24_1
              • pdstools.infinity.resources.prediction_studio.v24_1.prediction
              • pdstools.infinity.resources.prediction_studio.v24_1.prediction_studio
              • pdstools.infinity.resources.prediction_studio.v24_1.repository
            • pdstools.infinity.resources.prediction_studio.v24_2
              • pdstools.infinity.resources.prediction_studio.v24_2.champion_challenger
              • pdstools.infinity.resources.prediction_studio.v24_2.datamart_export
              • pdstools.infinity.resources.prediction_studio.v24_2.model
              • pdstools.infinity.resources.prediction_studio.v24_2.model_upload
              • pdstools.infinity.resources.prediction_studio.v24_2.prediction
              • pdstools.infinity.resources.prediction_studio.v24_2.prediction_studio
              • pdstools.infinity.resources.prediction_studio.v24_2.repository
            • pdstools.infinity.resources.prediction_studio.v25_1
              • pdstools.infinity.resources.prediction_studio.v25_1.model
              • pdstools.infinity.resources.prediction_studio.v25_1.prediction
              • pdstools.infinity.resources.prediction_studio.v25_1.prediction_studio
            • pdstools.infinity.resources.prediction_studio.v26_1
              • pdstools.infinity.resources.prediction_studio.v26_1.champion_challenger
              • pdstools.infinity.resources.prediction_studio.v26_1.datamart_export
              • pdstools.infinity.resources.prediction_studio.v26_1.model
              • pdstools.infinity.resources.prediction_studio.v26_1.model_upload
              • pdstools.infinity.resources.prediction_studio.v26_1.prediction
              • pdstools.infinity.resources.prediction_studio.v26_1.prediction_studio
              • pdstools.infinity.resources.prediction_studio.v26_1.repository
      • pdstools.pega_io
        • pdstools.pega_io.API
        • pdstools.pega_io.Anonymization
        • pdstools.pega_io.File
        • pdstools.pega_io.S3
        • pdstools.pega_io.action_analysis
      • pdstools.prediction
        • pdstools.prediction.Plots
        • pdstools.prediction.Prediction
        • pdstools.prediction.Schema
      • pdstools.reports
        • pdstools.reports.GlobalExplanations
          • pdstools.reports.GlobalExplanations.scripts
            • pdstools.reports.GlobalExplanations.scripts.generate_report
      • pdstools.resources
      • pdstools.utils
        • pdstools.utils.cdh_utils
        • pdstools.utils.color_mapping
        • pdstools.utils.datasets
        • pdstools.utils.errors
        • pdstools.utils.metric_limits
        • pdstools.utils.namespaces
        • pdstools.utils.number_format
        • pdstools.utils.pega_outcomes
        • pdstools.utils.pega_template
        • pdstools.utils.plot_utils
        • pdstools.utils.polars_ext
        • pdstools.utils.progress_utils
        • pdstools.utils.report_utils
        • pdstools.utils.show_versions
        • pdstools.utils.streamlit_utils
        • pdstools.utils.table_definitions
        • pdstools.utils.types
      • pdstools.valuefinder
        • pdstools.valuefinder.Aggregates
        • pdstools.valuefinder.Plots
        • pdstools.valuefinder.Schema
        • pdstools.valuefinder.ValueFinder
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pdstools.infinity.resources.prediction_studio.schemas¶

Submodules¶

  • pdstools.infinity.resources.prediction_studio.schemas.model
  • pdstools.infinity.resources.prediction_studio.schemas.model_instance
  • pdstools.infinity.resources.prediction_studio.schemas.notification
  • pdstools.infinity.resources.prediction_studio.schemas.prediction
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