API reference¶
Base Optimization classes¶
Class |
Description |
|---|---|
Base optimization class. Optimization with inputs x, y, and loss function |
|
Class implementing line search methods for optimizaton. |
|
Class implementing methods for calculating and formatting the hessian matrix for optimization. |
Available algorithms¶
Algorithm |
Description |
|---|---|
Vanilla gradient descent with line search. |
|
Conjugate gradient descent with line search |
|
Newton’s method for optimization with line search |
|
Gauss-Newton algorithm with line search. |
|
Levenberg-Marquardt algorithm with line search. |
|
AdaHessian algorithm. |