don’t decay the learning rate</h6>

[PDF] dont decay the leaning rate

DON'T DECAY THE LEARNING RATE To maximize the test set accuracy (at constant learning rate) Existed problem: when one decays the learning rate,

[PDF] The Step Decay Schedule: A Near Optimal, Geometrically - NeurIPS

any polynomially decaying learning rate scheme is highly sub-optimal compared shows that Step Decay schedules, which cut the learning rate by a constant factor methods that tend to discard hyper-parameters which don't perform well at

[PDF] Towards Explaining the Regularization Effect of Initial Large

Abstract Stochastic gradient descent with a large initial learning rate is widely used for weight decay, no data augmen- tation Don't decay the learning rate

[PDF] Lecture 8: Optimization

can it be advantageous to decay the learning rate over time? • Be aware of various In practice, we don't compute the gradient on a single example, but

[PDF] Control Batch Size and Learning Rate to Generalize Well - NeurIPS

training strategy that we should control the ratio of batch size to learning rate not too large to achieve a Don't decay the learning rate, increase the batch size

[PDF] No More Pesky Learning Rates - Proceedings of Machine Learning

the learning rate (or step size) for each model and each problem, as fixed or decaying learning rates (full lines): any fixed learning rate limits the precision to which the optimum can Variants are marked in bold if they don't differ statistically