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Related lectures (30)
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From embedded to general manifolds: Why?
Explores upgrading foundations from embedded to general manifolds in optimization, discussing smooth sets and tangent vectors.
Smooth maps on manifolds and differentials
Covers smooth maps on manifolds, defining functions, tangent spaces, and differentials.
Connections: motivation and definition
Explores the definition of connections for smooth vector fields on manifolds.
Smooth Manifolds: Diffeomorphisms
Explores smooth manifolds through diffeomorphisms and embedded submanifolds in a linear space.
Laplace Equation: Decomposition and Solutions
Covers the Laplace equation, decomposition of linear problems, and solutions through separation of variables.
Faster and Projected Gradient Descent: Optimization Techniques
Discusses advanced optimization techniques, focusing on faster and projected gradient descent methods in machine learning.
Retractions, vector fields and tangent bundles: Retractions and vector fields
Introduces retractions and vector fields on manifolds, providing examples and discussing smoothness and extension properties.
Taylor expansions: second order
Explores Taylor expansions and retractions on Riemannian manifolds, emphasizing second-order approximations and covariant derivatives.
Approximation by Smooth Functions
Discusses approximation by smooth functions and the convergence of function sequences in normed vector spaces.
Smooth sets and functions: Example - atlas for a circle
Covers smooth sets and functions on manifolds, with a focus on constructing an atlas for a circle.