Banner ads are a cornerstone element of online advertising. These rectangular graphics, typically presented at the bottom of web pages, try to grab user focus. Catchy messaging and eye-catching designs are essential for banner ads' short-lived nature. Their effectiveness can be tracked through engagement metrics. Banner ads come in a wide variety