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  1. conformal-prediction conformal-prediction Public

    Lightweight, useful implementation of conformal prediction on real data.

    Jupyter Notebook 776 86

  2. ppi_py ppi_py Public

    A package for statistically rigorous scientific discovery using machine learning. Implements prediction-powered inference.

    Python 205 15

  3. conformal_classification conformal_classification Public

    Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true class with high probability (via conformal prediction).

    Jupyter Notebook 227 37

  4. conformal-risk conformal-risk Public

    Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vision and natural language processing.

    Python 59 6

  5. rcps rcps Public

    Official codebase for "Distribution-Free, Risk-Controlling Prediction Sets"

    Python 86 9

  6. conformal-time-series conformal-time-series Public

    Conformal prediction for time-series applications.

    Jupyter Notebook 101 6