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Related Questions
- What are the key differences between Nesterov acceleration and Polyak momentum in terms of convergence rates and stability?
- How does Nesterov acceleration compare to other acceleration techniques like heavy-ball or Adam in terms of performance on large-scale datasets?
- Can you explain the intuition behind Nesterov acceleration and how it improves upon traditional gradient descent?
- What are the typical use cases for Nesterov acceleration versus Polyak momentum, and how do they impact the choice of hyperparameters?
- How does Nesterov acceleration interact with other optimization techniques, such as line search or trust region methods?
- Can you provide a comparison of Nesterov acceleration and Polyak momentum on a specific problem, such as training a neural network?
- What are the computational costs associated with implementing Nesterov acceleration versus Polyak momentum, and how do they impact the choice of optimization algorithm?
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