Banner ads compose a fundamental element of online advertising. These rectangular images, typically presented at the side of web pages, try to grab user interest. Concise messaging and striking designs make up for banner ads' short-lived nature. Their influence can be measured through conversions. Banner ads exist in a diverse range of formats, fr