Difficulty: Advanced. Categories: Core Programming AI.
Algorithms for Image and Video Generation is a specialized artificial intelligence course that explores cutting-edge techniques for creating synthetic visual content using machine learning and deep learning approaches. The course covers fundamental generative models, including Variational Autoencoders (VAEs), Generative Adversarial Networks (GANs), diffusion models, and autoregressive models, alongside advanced architectures for high-quality synthesis. Through hands-on implementations using frameworks like PyTorch or TensorFlow, students will build and train models for various visual tasks such as image generation, style transfer, and video prediction. By the end of the course, students will be capable of developing sophisticated visual synthesis systems and understanding the responsible application of creative AI technologies in various industries.
Learning objectives
