Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
Projects in Awesome Lists by aangelopoulos
A curated list of projects in awesome lists by aangelopoulos .
https://github.com/aangelopoulos/conformal-prediction
Lightweight, useful implementation of conformal prediction on real data.
computer-vision conformal conformal-inference conformal-prediction distribution-shift natural-language-processing time-series time-series-prediction uncertainty uncertainty-estimation uncertainty-quantification
Last synced: 01 Aug 2024
https://github.com/aangelopoulos/conformal_classification
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).
artificial-intelligence classification classifier computer-vision conformal conformal-prediction deep-neural-networks distribution-free imagenet machine-learning neural-networks nonparametric nonparametric-statistics prediction-sets pytorch statistics uncertainty uncertainty-quantification vision
Last synced: 01 Aug 2024
https://github.com/aangelopoulos/conformal-risk
Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vision and natural language processing.
computer-vision conformal conformal-prediction natural-language-processing python pytorch pytorch-implementation uncertainty-estimation uncertainty-quantification
Last synced: 01 Aug 2024