Hardware acceleration refers to the use of specialized hardware to perform certain computing tasks more efficiently than is possible in software running on a general-purpose CPU. This approach is commonly used to enhance performance in areas such as graphics rendering, video decoding, and machine learning by offloading specific tasks to dedicated hardware like GPUs, FPGAs, or ASICs.