Banner ads represent a fundamental element of online advertising. These rectangular visuals, typically displayed at the bottom of web pages, aim to grab user interest. Catchy messaging and vibrant designs are essential for banner ads' transient nature. Their effectiveness can be tracked through click-through rates. Banner ads come in a diverse ran