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This course introduces the fundamental concepts, principles, and techniques of Generative Artificial Intelligence (Generative AI). It provides an understanding of how generative models learn from data and create new content, including text, images, conversations, and code. The course focuses on Transformer-based architectures and their role in modern generative models and large language models. Students will explore diverse applications of Generative AI, including text and image generation, chatbots, and code generation. Through practical exercises using relevant frameworks and tools, students will gain hands-on experience in implementing generative models and applying them to real-world problems.