Banner ads are a cornerstone element of online advertising. These rectangular images, typically presented at the top of web pages, seek to grab user focus. Concise messaging and eye-catching designs are essential for banner ads' transient nature. Their effectiveness can be measured through engagement metrics. Banner ads exist in a multitude of for