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.

(MICCAI 2022) Code for "The Intrinsic Manifolds of Radiological Images and their Role in Deep Learning" (intrinsic dimensions)

Code implementing the paper "Measuring intrinsic dimension of objective landscapes" to perform some research

Investigating embedding spaces generated by language models from a topological perspective via local intrinsic dimension (LID).

Code related to my MSc thesis

Computing Local Intrinsic Dimensions (LID) to detect Grokking of Transformers.

Investigation of intrinsic dimension as a phase transition maker.

Intrinsic Dimension for Data Mining

Final project for 6.7960 - Deep Learning (fall 2024)

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My personal implementation of several unsupervised learning algorithms.