Examples and Tutorials

This section provides comprehensive examples and tutorials for using Calibre.

• Basic Usage Examples
  • Complete Workflow Example
  • Comparing Calibration Methods
  • Handling Different Data Types
  • Visualization Examples
  • Cross-Validation for Calibration
  • Common Pitfalls and Solutions
• Advanced Usage Examples
  • Multi-Class Calibration
  • Custom Calibration Pipelines
  • Temperature Scaling Integration
  • Handling Concept Drift
  • Calibration for Specific Domains
  • Performance Optimization
• Performance Benchmarks
  • Benchmark Notebook
  • Method Comparison Summary
  • Detailed Performance Analysis
  • Dataset-Specific Performance
  • Robustness Analysis
  • Memory Usage Analysis
  • Benchmark Reproduction

Available Examples

Basic Usage Examples

The Basic Usage Examples section covers:

• Simple calibration workflows

• Choosing the right calibration method

• Evaluating calibration quality

• Common use cases and patterns

Advanced Usage Examples

The Advanced Usage Examples section includes:

• Multi-class calibration strategies

• Handling imbalanced datasets

• Cross-validation for calibration

• Custom calibration pipelines

Performance Benchmarks

The Performance Benchmarks section provides:

• Comparative analysis of different methods

• Performance on various dataset types

• Computational efficiency comparisons

• Interactive Jupyter notebook examples

Jupyter Notebooks

Interactive examples are available in the repository’s examples/ directory:

• benchmark.ipynb: Comprehensive performance comparison

• validation/calibration_validation.ipynb: Validation examples

To run the notebooks locally:

git clone https://github.com/finite-sample/calibre.git
cd calibre
pip install -e ".[dev]"
jupyter notebook examples/