Gradient Descent

Loss landscape exploration · learning rate · momentum · Adam

SGD
Momentum
Adam
Current
Step: 0  |  Loss:  |  Optimizer: SGD
The loss surface has a saddle point at center and a local minimum at upper-right. The global minimum is at lower-left.