Compare SGD with momentum, Adam, and AdamW optimizers. What are the tradeoffs, and how do you choose the right optimizer for different deep learning tasks?

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Optimizer choice significantly impacts training dynamics, convergence speed, and final model quality. Understanding the properties of different optimizers enables informed selection for specific tasks and helps diagnose training issues.