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Looking at the manifold hypothesis in deep learning. Creating a simple spiral dataset allows me to reveal how neural networks follow an optimal packing strategy during their training.

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Bumps [protobuf](https://github.com/protocolbuffers/protobuf) from 3.4.0 to 3.18.3. Release notes Sourced from protobuf's releases. Protocol Buffers v3.18.3 C++ Reduce memory consumption of MessageSet parsing This release addresses a Security Advisory for C++...

dependencies

Bumps [html5lib](https://github.com/html5lib/html5lib-python) from 0.9999999 to 0.999999999. Changelog Sourced from html5lib's changelog. Commits 6a73efa Yes, another release, already. :( e0dc25f Fix attribute order to the treebuilder to be document order a3b8252...

dependencies

Bumps [numpy](https://github.com/numpy/numpy) from 1.13.1 to 1.22.0. Release notes Sourced from numpy's releases. v1.22.0 NumPy 1.22.0 Release Notes NumPy 1.22.0 is a big release featuring the work of 153 contributors spread...

dependencies

Bumps [ipython](https://github.com/ipython/ipython) from 6.2.0 to 7.16.3. Commits d43c7c7 release 7.16.3 5fa1e40 Merge pull request from GHSA-pq7m-3gw7-gq5x 8df8971 back to dev 9f477b7 release 7.16.2 138f266 bring back release helper from master...

dependencies

Bumps [pygments](https://github.com/pygments/pygments) from 2.2.0 to 2.7.4. Release notes Sourced from pygments's releases. 2.7.4 Updated lexers: Apache configurations: Improve handling of malformed tags (#1656) CSS: Add support for variables (#1633, #1666)...

dependencies