In this chapter, students will explore the use of generative AI for creating visual and audio content. They will learn about techniques like Variational Autoencoders (VAEs) for image generation, Generative Adversarial Networks (GANs) for high-resolution image synthesis, and Transformer-based models for audio generation. The chapter will also cover the applications of these generative capabilities in domains like art, music, and multimedia production.