Graduation design is an important milestone for every university student, serving as a significant indicator of their four years of learning achievements. In this era of rapid information technology development, using machine learning technology to enhance graduation design outcomes has become a trend. imageX, as an AI-powered art application that generates images from text, brings different styles of image generator effects to graduation design. This article will explore how to utilize machine learning technology, such as imageX, to improve graduation design. Firstly, imageX offers a wide range of image generator effects. Students can input text to generate images in various styles, including but not limited to cartoon, oil painting, and watercolor styles. This enables students to choose suitable artistic styles to showcase their creativity based on the theme or requirements of their graduation design. For example, a photography student can transform their landscape photographs into cartoon-style images to present unusual visual effects. Meanwhile, an art design student can convert text into oil painting-style images to demonstrate their unique creative inspiration. Furthermore, imageX delivers high-quality image generation effects using machine learning technology. This application employs deep learning algorithms to train and learn from a large number of images, enabling it to generate realistic and detailed images. With the assistance of imageX, students can effortlessly produce high-quality images as a presentation format for their graduation design. This helps enhance the aesthetics and professionalism of their works, leaving a profound impression on evaluators and viewers. Moreover, imageX provides a fast and convenient image generation process. Students only need to input text, and imageX instantly generates images for them. This eliminates the time and effort required for manual drawing or using other software to manipulate images, enabling students to focus more on the content and creativity of their graduation design. Additionally, imageX supports batch generation, enabling students to quickly compare the effects of different design solutions by generating multiple images that are similar in style but different in content, thus enhancing efficiency and creative inspiration. Lastly, imageX is a cross-platform application available on both Apple and Android devices, offering convenient user experiences for a wide range of students. Whether using Apple or Android devices, students can easily utilize imageX for image generation, enabling them to showcase their creativity and design ideas anytime, anywhere. In conclusion, utilizing machine learning technology to enhance graduation design has become a trend. imageX, as an application that generates images from text, provides diverse image generator effects. By selecting suitable artistic styles, generating high-quality images, and offering a fast and convenient workflow, imageX assists students in improving the quality and creativity of their graduation design, laying a solid foundation for their future professional development.