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NPUs and GPUs are specialized processors used to accelerate different types of tasks. While NPUs excel in AI and ML operations with high energy efficiency and parallel processing capabilities, GPUs are better suited for graphic tasks like image processing and rendering. Both have their own unique applications and can be used together for optimal performance in various tasks.