Banner ads compose a fundamental element of online advertising. These rectangular graphics, typically presented at the bottom of web pages, aim to grab user focus. Memorable messaging and vibrant designs make up for banner ads' transient nature. Their effectiveness can be measured through engagement metrics. Banner ads come in a wide variety of fo