Banner ads are a cornerstone element of online advertising. These rectangular graphics, typically presented at the side of web pages, try to grab user focus. Concise messaging and vibrant designs are essential for banner ads' short-lived nature. Their effectiveness can be evaluated through engagement metrics. Banner ads take the form of a diverse