Data STUDIO

Sep 2, 2025 · Artificial Intelligence

Understanding NAS: Core Algorithms and Python Implementations

This article reviews Neural Architecture Search (NAS), explains its bi‑level optimization formulation, compares three major search strategies—reinforcement learning, evolutionary algorithms, and differentiable gradient‑based methods—provides complete Python code for each, and analyzes experimental results highlighting performance trade‑offs and remaining challenges.