cfl

Getting Started

  • Install CFL
  • What is Causal Feature Learning?
  • CFL Package In-Depth Tutorial
  • CFL Package Quick Start

In-Depth Feature Tutorials

  • CondDensityEstimator Hyperparameter Tuning with Optuna
  • CauseClusterer and EffectClusterer Hyperparameter Tuning
  • Built-in Macrostate Visualizations
  • How to add new CondDensityEstimators, CauseClusterers, and EffectClusterers to CFL

Dataset Applications

  • Applying CFL to the Visual Bars Dataset
  • Applying CFL to the El Niño Dataset

Contribute to CFL

  • Contribute to CFL

More Info

  • Background: Visual Bars Data
  • Some Notes on Conditional Density Estimators (CDEs)
  • Some Notes on Clustering
  • How to Use Data Version Control (DVC)
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