DeepSeek reduces computational costs by activating specific expert groups for tasks, enhancing efficiency in training and inference. It combines Transformers with expert mixture models to improve parameter efficiency. Effective communication and loss monitoring are crucial for successful deep learning systems, while innovative approaches like YOLO encourage risk-taking and rapid advancements in model performance.