Deep learning is being used to analyze corrosion in biomedical waste incinerators. These incinerators are crucial for safely disposing of hazardous medical waste. The high temperatures needed for incineration can cause corrosion in the equipment, leading to potential safety risks. The study explores how this corrosion happens and suggests ways to prevent it.