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    Machine Learning Infrastructure

    Parallel AI

    Parallel AI

    Parallel AI refers to the application of parallel and distributed computing techniques to artificial intelligence workloads, especially the training and serving of large machine-learning models. The approach encompasses data, model, pipeline, and expert parallelism, along with optimizer and memory sharding, to scale computation across multi-GPU, multi-node, and heterogeneous systems.