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Exploring the Trade-offs of Synchronous vs. Asynchronous Gradient Updates
This chapter explores the intricacies of synchronizing gradient updates in distributed environments using stochastic gradient descent. It highlights the potential benefits of asynchronous methods and reflects on the historical challenges that have shaped research in training methodologies.