scientific-neural-architecture-search
CommunityAutomate NAS with Optuna and Pareto optimization.
Authornahisaho
Version1.0.0
Installs0
System Documentation
What problem does it solve?
NAS orchestration for neural architecture design; provides differentiable NAS via DARTS, Optuna-based search, and Pareto optimization to balance accuracy and efficiency.
Core Features & Use Cases
- Differentiable NAS (DARTS) enabled search
- Optuna-based architectural exploration with Pareto optimization
- Define custom search spaces and evaluate efficiency vs accuracy in real-world models
Quick Start
Run an initial NAS experiment by defining a simple search space and initiating an Optuna-guided search to obtain the best architecture.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: scientific-neural-architecture-search Download link: https://github.com/nahisaho/satori/archive/main.zip#scientific-neural-architecture-search Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 471,000+ vetted skills library on demand.