Design a Generative AI Image and Video Platform — System Design Interview Practice
Design a platform for generating images and videos from text prompts using diffusion models, with support for fine-tuning, style transfer, inpainting, and content safety filtering. Work through the requirements, architecture trade-offs, and an interactive design review.
Requirements and concepts to consider
- Generate images from text promptsRequirement
- Support image-to-image transformationRequirement
- Implement inpainting and outpaintingRequirement
- Generate short video clips from promptsRequirement
- Allow model fine-tuning with custom datasetsRequirement
- Apply content safety filters on outputsRequirement
- Manage GPU queues for generation jobsRequirement
- Provide an API and web interfaceRequirement
- aiConcept to explore
- generative aiConcept to explore
- diffusion modelsConcept to explore
- image generationConcept to explore
- gpuConcept to explore
- creative aiConcept to explore