GPClarity

Getting Started

  • Installation
  • Quick Start Guide
  • GPClarity User Guide

API Reference

  • API Reference
    • Public API
      • gpclarity.summarize_kernel
      • gpclarity.interpret_lengthscale
      • gpclarity.interpret_variance
      • gpclarity.format_kernel_tree
      • gpclarity.compute_complexity_score
      • gpclarity.compute_roughness_score
      • gpclarity.compute_noise_ratio
      • gpclarity.count_kernel_components
      • gpclarity.check_model_health
      • gpclarity.extract_kernel_params_flat
      • gpclarity.get_lengthscale
      • gpclarity.get_noise_variance
    • Core Classes
      • gpclarity.UncertaintyProfiler
      • gpclarity.HyperparameterTracker
      • gpclarity.DataInfluenceMap
    • Module Reference
      • Kernel Summary
      • Uncertainty Analysis
      • Model Complexity
      • Hyperparameter Tracker
      • Data Influence
      • Exceptions
      • Utilities
      • Plotting
GPClarity
  • API Reference
  • View page source

API Reference

Public API

High-level interpretability functions:

gpclarity.summarize_kernel

gpclarity.interpret_lengthscale

gpclarity.interpret_variance

gpclarity.format_kernel_tree

gpclarity.compute_complexity_score

gpclarity.compute_roughness_score

gpclarity.compute_noise_ratio

gpclarity.count_kernel_components

gpclarity.check_model_health

gpclarity.extract_kernel_params_flat

gpclarity.get_lengthscale

gpclarity.get_noise_variance

Core Classes

gpclarity.UncertaintyProfiler

gpclarity.HyperparameterTracker

gpclarity.DataInfluenceMap

Module Reference

  • Kernel Summary
  • Uncertainty Analysis
  • Model Complexity
  • Hyperparameter Tracker
  • Data Influence
  • Exceptions
  • Utilities
  • Plotting
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© Copyright 2024, Angad Kumar.

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