Artificial Intelligence has made remarkable strides in recent years, with systems achieving human-level performance in various tasks. However, the main hurdle lies not just in creating these models, but in implementing them efficiently in everyday use cases. This is where machine learning inference becomes crucial, emerging as a primary concern for