Banner ads are a fundamental element of online advertising. These rectangular graphics, typically shown at the top of web pages, aim to grab user attention. Memorable messaging and vibrant designs make up for banner ads' fleeting nature. Their effectiveness can be evaluated through engagement metrics. Banner ads exist in a diverse range of formats