Machine learning has made remarkable strides in recent years, with algorithms achieving human-level performance in numerous tasks. However, the real challenge lies not just in developing these models, but in utilizing them optimally in everyday use cases. This is where machine learning inference takes center stage, emerging as a key area for scient