In the last decades. field-programmable gate arrays (FPGAs) have become increasingly important to the electronics industry. offering higher performance and lower power consumption as transistor technology continues to scale down. Machine learning (ML) algorithms have become pivotal in the electronic design automation (EDA) of FPGAs. https://www.myjapanesehomers.shop/product-category/canvas-picture/