Apple Researchers Unveil DeepPCR: A Novel Machine Learning Algorithm that Parallelizes Typically Sequential Operations in Order to Speed Up Inference and Training of Neural Networks

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"The paper demonstrates the effectiveness of DeepPCR through various applications. It achieves speedups of up to 30× for forward and 200× for backward passes in multi-layer perceptrons. Additionally, the algorithm is applied to parallelize training of deep ResNet architectures and generation in diffusion models, resulting in up to 7× faster training and 11× faster generation."