Interactive Notebooks

Quarto .qmd notebooks are the source of truth for all examples. Each notebook is rendered to static HTML via quarto render with freeze: auto caching.

Notebook	Description
Quick Start: End-to-End Workflow	Complete lifecycle — conformal regression, classification, DistributionPrediction API, persistence, and validation strategies
Time Series Forecasting with Uncertainty	Compare ConformalForecaster, QuantileForestForecaster, and AdaptiveConformalForecaster on real weather data
Diagnostics & Calibration	Understand and improve your predictions — uncertainty decomposition, PIT diagnostics, recalibration, and SHAP attribution
Risk & Multivariate Uncertainty	Risk-aware decision making with conformal risk control, copula-based multivariate modeling, and joint distribution analysis
Methods & Benchmarks	Every model in uncertainty_flow, when to use it, how they compare, and how to run your own benchmarks

Run Locally

uv sync --extra opinion
make notebooks