The Image Classification API is a machine-learning model that can recognize and categorize objects, scenes, and activities in images. It can be integrated into applications to automate image tagging, and object detection, and help with search functionality. This API can classify images into thousands of predefined categories, making it a powerful tool for various industries such as e-commerce, social media, and autonomous vehicles.