Data types refer to the different formats in which information can be represented. Common data types include images (in formats like JPG and PNG), videos (such as MP4), and text (stored in .txt files). These distinct data types play crucial roles in various applications, from computer vision tasks that rely on image and video data to natural language processing operations that handle text data.