Distance-based Analysis of DAta-manifolds in python
This repo contains code for GeoMLE intrinsic dimension estimation algorithm
[ICLR 2024] Easy tools for measuring the label sharpness and intrinsic dimension of datasets and learned representations, which relate to model generalization and robustness.
Code implementing the paper "Measuring intrinsic dimension of objective landscapes" to perform some research
(MICCAI 2022) Code for "The Intrinsic Manifolds of Radiological Images and their Role in Deep Learning" (intrinsic dimensions)
Code related to my MSc thesis
Investigation of intrinsic dimension as a phase transition maker.
Intrinsic Dimension for Data Mining
My personal implementation of several unsupervised learning algorithms.
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