PremAI Edge AI Small Language Models (SLMs) for Efficient Edge Deployment Small Language Models (SLMs) deployed on edge devices overcome cloud dependency by reducing latency, bandwidth, and privacy risks. Explores quantization, pruning, model optimization, and efficient inference for edge computing and energy efficiency.