ConformalPrediction.jl
Predictive Uncertainty Quantification in Machine Learning
Delft University of Technology
May 14, 2024
ConformalPrediction.jl
(10min)Code along 💻 tinyurl.com/cpjcon2023
Conformal Prediction involves turning heuristic measures of Predictive Uncertainty into rigorous ones.
A first crucial step towards building trustworthy AI systems is to be transparent about predictive uncertainty.
ConformalPrediction.jl
MLJ.jl
.Flux.jl
through MLJFlux.jl
.Remember SymbolicRegression.jl
by Miles Cranmer?
A simple MNIST classifier.
Ensemble Batch Prediction Intervals (Xu and Xie 2021) contributed by Mojtaba Farmanbar 📣.
Tutorial
How to Conformalize a Time Series Model (docs)
LaplaceRedux.jl
Contribute
LaplaceRedux.jl
interfaced to MLJFlux.jl
. Planning to add both ideas [#64].
Contribute
Currently working on full conformal training implementation [#62].
Julia
Taija collects Julia packages geared towards Trustworthy AI:
Contributions welcome! 😊