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Scitex Nn

Category: Security  ·  Sub-category: network-security  ·  Last updated:
PyTorch neural-network building blocks for neuroscience and signal processing. Differentiable filters (`BandPassFilter`, `BandStopFilter`, `HighPassFilter`, `LowPassFilter`, `GaussianFilter`, `DifferentiableBandPassFilter`) operate on 1D channels-first tensors. `Hilbert` provides differentiable Hilbert transform for analytic-signal extraction. Architecture blocks: `BNet` / `BNet_Res` (B-shaped backbone with optional residual connections), `BHead` (decoder head). Augmentation/regularization: `AxiswiseDropout`, `DropoutChannels`, `ChannelGainChanger`, `FreqGainChanger` (gain perturbation in time and frequency domains for SSL training). Drop-in replacement for hand-rolled `torch.nn.Conv1d` butterworth-init wrappers, scattered Hilbert implementations using `torch.fft`, and bespoke channel-dropout layers. Use whenever a model needs trainable filter banks, differentiable spectral features, or SSL-style time/frequency augmentation.

From the source SKILL.md

PyTorch building blocks specialized for neuroscience / signal-processing models — differentiable filters, Hilbert, B-shaped backbones, and spectral augmentation.

What this skill does

Scitex Nn is a community-contributed Claude Code skill in the network-security sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/scitex-nn/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use whenever a model needs trainable filter banks, differentiable spectral features, or SSL-style time/frequency augmentation.

Who uses this skill

The Scitex Nn Claude Code skill is built for security engineers, penetration testers, DevSecOps practitioners, and development teams hardening codebases and infrastructure. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 70,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/scitex-nn
curl -L https://claudskills.com/skills/scitex-nn/SKILL.md \
  -o ~/.claude/skills/scitex-nn/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/scitex-nn/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/scitex-nn/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\scitex-nn\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

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Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
ClaudSkills. (2026). Scitex Nn [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/scitex-nn/
BibTeX
@misc{scitex-nn-2026,
  author    = {ClaudSkills},
  title     = {Scitex Nn [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/scitex-nn/}
}

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