Annotating videos for deep learning involves labeling objects, regions, or frames of interest within the video. This can be done manually by skilled annotators or using automated annotation tools. Professional annotation service providers like SmartOne.ai offer video annotation services tailored for deep learning tasks, ensuring accurate and high-quality annotations for training video-based AI models.