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A curated collection of resources and research related to the geometry of representations in the brain, deep networks, and beyond

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Awesome Neural Geometry

PRs Welcome Awesome Stars Forks

A curated collection of resources and research related to the geometry of representations in the brain, deep networks, and beyond, collaboratively generated on the Symmetry and Geometry in Neural Representations Slack Workspace.

This is a collaborative work-in-progress. Please contribute via PRs!

Join us on Slack!

Contents



Textbooks & Notes

Courses, Lectures, and Videos


Textbooks & Notes

Courses, Lectures, and Videos

Notebooks and Blogposts


Primers


Topology

Courses, Lectures, and Videos

Textbooks, Notes


Textbooks

Courses, Lectures, and Videos

Notebooks and Blogposts


Textbooks

Books - General Audience

Tutorials

Courses, Lectures, and Videos



Open-Source Neuroscience Datasets



  • Geomstats
    • Computation, statistics, and machine learning on non-Euclidean manifolds
  • Giotto TDA
    • Topological Data Analysis
  • E3NN
    • E(3)-equivariant neural networks
  • equivariant-MLP
    • Construct equivariant multilayer perceptrons for arbitrary matrix groups
  • SHTOOLS
    • Python library for computations involving spherical harmonics
  • LieConv
    • Generalizing convolutional neural networks for equivariance to Lie groups on arbitrary continuous data
  • Open Neuroscience
    • A database of open-source tools and software for neuroscience
  • LieTorch
    • Geometric machine learning and Lie analysis tools for PyTorch