Artificial Intelligence has advanced considerably in recent years, with systems achieving human-level performance in numerous tasks. However, the main hurdle lies not just in training these models, but in deploying them efficiently in practical scenarios. This is where machine learning inference becomes crucial, emerging as a primary concern for re