How do I know which activation function to use?

The skill includes a decision tree that recommends GELU for modern defaults, SiLU for modern architectures, and ReLU for legacy compatibility.

What neural categories are covered?

It covers Core layers, Activations, Normalization, Regularization, Convolution, Pooling, Embeddings, Attention, and Structural routing.

What is the ns-stdlib skill for?

It is a specialized catalog for the NeuroScript language, used to look up available neurons, their signatures, and architectural patterns for building neural networks.

Does this skill help with Transformer implementation?

Yes, it provides documentation for both primitive attention mechanisms and composite layers like TransformerBlock and TransformerStack.

NeuroScript Standard Library

Name: NeuroScript Standard Library
Author: severeon

bysevereon

0•

数据科学与机器学习

Navigates and documents the NeuroScript standard library for composing complex neural architectures.

The NeuroScript Standard Library (ns-stdlib) skill provides a comprehensive, live-queried catalog of primitive and composite neurons within the NeuroScript ecosystem. It acts as an intelligent reference guide for developers building neural models, offering detailed signatures, parameter requirements, and structural patterns. Whether you are implementing high-level Transformer blocks or fine-tuning low-level activation functions, this skill facilitates rapid architectural decision-making by providing categorized indices and logic-based recommendations for choosing the right components.

主要功能

01Categorized index covering activations, normalization, convolution, and attention

02Documentation for composite library neurons like TransformerStacks and FFNs

03Decision tree logic for selecting optimal neurons based on architectural needs

04Live lookup of primitive neurons with full signatures and parameters

05Guidance on structural routing patterns and implicit fork/concat operations

060 GitHub stars

使用场景

01Selecting appropriate normalization or activation functions for specific model types

02Verifying tensor shapes and layer configurations during model development

03Building and debugging complex neural networks using NeuroScript DSL

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add severeon/neuroscript-rs ns-stdlib

For use in Claude.ai and ChatGPT