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[SYSTEMDS-3259] Implementation of the shampoo optimizer (initial prototype) #2401

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Implementation of the shampoo optimizer including tests and experiments

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[SYSTEMDS-3259] Implementation of the shampoo optimizer (initial prototype) #2401

Implementation of the shampoo optimizer including tests and experiments
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