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Post Made Community Wiki by Todd Trimble
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I recently learned about this resource: Algorithmic Advances in Riemannian Geometry and Applications

It is a compilation of results in machine learning, statistics, optimization, computer vision, etc. with the unifying theme of exploiting the geometry of data using Riemannian-geometric machinery.