Eroxl's Notes
Step Based Learning Rate Decay

Step based decay is a type of learning rate decay which decreases the learning rate every steps.

Step based learning rate decay can be defined by the following equation

  • Definitions
    • is the learning rate for the iteration
    • is the current iteration step
    • is the number of iterations between learning rate changes (ie. means that the learning rate will drop every iteration)
    • is the "decay parameter" and controls how quickly the learning rate will change.
    • denotes the floor operator which rounds the input down (ie. is rounded to )