In the rapidly evolving landscape of artificial intelligence (AI) and edge computing, model quantization emerges as a pivotal technique bridging the divide between computational constraints and the demand for highly accurate, real-time AI applications. This article explores the significance of model quantization in the context of edge AI and its potential to reshape industries. The