Best Learning Rate Schedules for Training Deep Neural Networks from Scratch
The learning rate stands as the single most influential hyperparameter in training deep neural networks, yet maintaining a fixed learning rate throughout training represents a fundamentally suboptimal strategy. When training from scratch—without transfer learning or pretrained weights—the optimization landscape changes dramatically as training progresses: early epochs require aggressive exploration with large learning rates to escape … Read more
