AI Blog

AI Blog

by Michele Laurelli

RMSprop

Algorithm
Definition

Adaptive learning rate optimization algorithm using moving average of squared gradients.

Divides learning rate by exponential moving average of squared gradients. Addresses Adagrad's diminishing learning rates. Good for RNNs and non-stationary problems.

Examples

1

RNN training

2

Non-convex optimization

3

Adaptive learning

Michele Laurelli - AI Research & Engineering