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Lecture
Manifolds and Tangent Space
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Tangent spaces to submanifolds
Introduces tangent spaces to submanifolds and their properties in optimization on manifolds.
Comparing Tangent Vectors: Three Reasons Why
Explores the importance of comparing tangent vectors at different points using algorithms and finite differences.
Riemannian connections: What they are and why we care
Covers Riemannian connections, emphasizing their properties and significance in geometry.
Tangent vectors without embedding space: Revisiting the embedded case
Explores defining tangent vectors without an embedding space, focusing on creating tangent spaces at every point of a manifold through equivalence classes of curves.
Smooth maps on manifolds and differentials
Covers smooth maps on manifolds, defining functions, tangent spaces, and differentials.
Retractions vector fields and tangent bundles: Tangent bundles
Covers retractions, tangent bundles, and embedded submanifolds on manifolds with proofs and examples.
General Covariance in Gravity
Explores general covariance in gravity, covering equations, curvature tensor, and static gravity field.
Riemannian metrics and gradients: Computing gradients from extensions
Explores computing gradients on Riemannian manifolds through extensions and retractions, emphasizing orthogonal projectors and smooth extensions.
Manopt: Optimization on Manifolds
Introduces Manopt, a toolbox for optimization on manifolds, covering gradient and Hessian checks, solver calls, and manual caching.
From embedded to general manifolds: upgrading our foundations
Explores the transition from embedded to general manifolds, upgrading foundational concepts and discussing mathematical reasons for both approaches.