In the intersection of the Internet of Things (IoT) and Machine Learning (ML). the choice between high-level and low-level programming libraries presents a significant dilemma for developers. impacting not only the efficiency and effectiveness of ML models but also their environmental footprint. We have proposed a comprehensive framework to aid in this decision-making process. https://ashleyshomestores.shop/product-category/day-bed/