Model Adaptation · Software component

Neural Architecture Searcher

Software componentModel AdaptationModelsarc:NeuralArchitectureSearcher

A design-time component that searches layer depths, widths, connections and activations for architectures maximising accuracy per computation or byte on target hardware.

Responsibility. Designs efficient model architectures for constrained deployment targets.

Also known as: NAS

Direct neighbourhood (hover for relationship types)

Relationships

produces lifecycle

Edge-Optimized Model Ch4.3

Classification

Patterns: Depthwise separable convolutionsInverted residual blocks
Technologies: MobileNetEfficientNetSqueezeNet
Quality attributes: Performance efficiency (ISO/IEC 25010)

Sources

Ch4.3: T. Nguyen, "Container Orchestration and Edge Deployment," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 4.3. ISBN: 9798244538229.