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Classification Examples

Examples demonstrating conformal prediction for classification tasks.

Quickstart

Basic examples to get started with conformal prediction for classification.

Plot prediction sets

Plot prediction sets

Advanced Analysis

In-depth tutorials and advanced classification techniques.

LAC and APS methods explained

LAC and APS methods explained

Cross conformal classification explained

Cross conformal classification explained

Set prediction example in the binary classification setting

Set prediction example in the binary classification setting

Scientific Articles

Reproductions of simulations from scientific papers.

Least Ambiguous Set-Valued Classifiers with Bounded Error Levels, Sadinle et al. (2019)

Least Ambiguous Set-Valued Classifiers with Bounded Error Levels, Sadinle et al. (2019)

Other Notebooks

This section lists Jupyter notebooks hosted on the MAPIE GitHub repository that can be run on Google Colab:

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