Neural Networks, Manifolds, and Topology

A Simple Example

Continuous Visualization of Layers

Topology of tanh Layers

Topology and Classification

The Manifold Hypothesis

Links And Homotopy

The Easy Way Out

Better Layers for Manipulating Manifolds?

K-Nearest Neighbor Layers

Conclusion

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