Generative AI has revolutionized how we think about creativity and design. This course offers a comprehensive introduction to generative models, primarily focusing on neural networks. Students will gain an understanding of the theory behind generative models and learn to build their own from scratch. We will explore the foundation of Generative AI, understand their architecture, and discuss various applications. From creating artwork to designing models for data augmentation, generative AI has vast potential. By the end of this course, students will be able to conceptualise, create, and refine their own generative models using OpenAI.