The Intel NPU Acceleration Library is designed to enhance the performance of deep learning and machine learning applications on Intel's Neural Processing Units (NPUs). It offers algorithms and tools optimized for Intel hardware, supports various deep learning frameworks, and significantly improves model inference speed and efficiency.