A comprehensive video dataset optimized for deep learning is crucial for the progression of AI-based keyword extraction in video content analysis. By integrating advanced deep learning models with extensive video data, AI systems can autonomously extract significant keywords from both visual and auditory elements, leading to a deeper comprehension of video content.