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CPUs
CPUs (Central Processing Units) are the primary component of a computer system responsible for executing instructions of a computer program. In the context of data science and artificial intelligence, CPUs play a crucial role in performing various computational tasks such as data preprocessing, training and inference of machine learning models, and running complex algorithms. The performance of a CPU is measured by its clock speed, number of cores, cache size, and power consumption. With the advent of big data and deep learning, CPUs are being optimized for parallel processing and vectorization to handle large datasets and complex neural networks. In addition, specialized CPUs such as GPUs (Graphics Processing Units) and TPUs (Tensor Processing Units) have been developed to accelerate specific types of computations in data science and AI applications.
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