Artificial Intelligence has advanced considerably in recent years, with algorithms achieving human-level performance in diverse tasks. However, the true difficulty lies not just in training these models, but in deploying them effectively in everyday use cases. This is where machine learning inference becomes crucial, emerging as a primary concern f