Architecting Efficiency: A Comprehensive Analysis of Automated Model Compression Pipelines

The Imperative for Model Compression in Modern Deep Learning The discipline of model compression has transitioned from a niche optimization concern to a critical enabler for the practical deployment of Read More …

The Automation of Discovery: A Comprehensive Analysis of Neural Architecture Search (NAS)

1. Introduction: The Genesis and Evolution of Automated Architecture Design 1.1. From Manual Artistry to Algorithmic Discovery: The Motivation for NAS The rapid advancements in deep learning over the past Read More …