Banner ads compose a cornerstone element of online advertising. These rectangular graphics, typically presented at the bottom of web pages, aim to grab user attention. Memorable messaging and striking designs make up for banner ads' transient nature. Their effectiveness can be measured through conversions. Banner ads exist in a multitude of types,