Banner ads represent a fundamental element of online advertising. These rectangular images, typically presented at the top of web pages, aim to grab user focus. Catchy messaging and striking designs make up for banner ads' transient nature. Their impact can be evaluated through engagement metrics. Banner ads come in a wide variety of types, from s