Types of Generative AI You Need to Know - GANs, VAEs, Diffusion Models, Transformers, Multimodals

Explore the fundamental types of generative artificial intelligence models in this 10-minute educational video. Learn about Generative Adversarial Networks (GANs) and their competitive training approach between generator and discriminator networks. Understand Variational Autoencoders (VAEs) and how they encode and decode data through probabilistic methods. Discover diffusion models and their process of gradually adding and removing noise to generate new content. Examine transformer architectures and their revolutionary impact on natural language processing and generation. Investigate multimodal AI systems that can work across different types of data including text, images, and audio. Gain essential knowledge about these core generative AI technologies that are shaping modern artificial intelligence applications and understand their unique characteristics, strengths, and use cases in the current AI landscape.