Banner ads compose a cornerstone element of online advertising. These rectangular images, typically presented at the bottom of web pages, aim to grab user focus. Memorable messaging and vibrant designs make up for banner ads' fleeting nature. Their effectiveness can be measured through engagement metrics. Banner ads take the form of a multitude of