Dive into the cutting-edge world of Generative AI with Code, Image & Speech Gen AI, a comprehensive guide that unravels the intricate landscape of code, image, and speech generation using artificial intelligence. Authored by experts in the field, this book takes you on a journey from the fundamentals to advanced applications, providing a deep understanding of the underlying technologies and methodologies.
Key Chapters:
- Introduction to Generative AI: Begin your exploration with the basics, understanding the history and various types of generative models.
- Mathematics Behind Generative AI: Delve into the mathematical foundations, covering probability distributions, linear algebra, and optimization techniques crucial for grasping the essence of generative models.
- Code Generation AI: Uncover the secrets behind automated code synthesis, from the workings of code generation models to practical steps for creating and optimizing them. Explore popular models like GitHub Copilot and understand their impact on code writing.
- Image Generation AI: Explore the foundations of image generation, training strategies, and advanced techniques using GANs and VAEs. Learn from popular research papers and discover how to create image generation models from scratch.
- Speech Generation AI: Grasp the fundamentals of speech synthesis, text-to-speech systems, and voice cloning. Dive into the mechanics of speech generation AI, understand architectures, and explore popular audio generation models like WaveNet and Tacotron.
