A few general remarks about the various optimization techniques are as follows. The trust region method uses the gradient and the Hessian matrix ; thus, it requires that the objective function have ...

Then, choosing two random points on the line and using the same method as before, we can work out that the gradient is –2. Draw a triangle to show the horizontal and vertical change. The line ...

Neel, Seth, Aaron Leon Roth, and Saeed Sharifi-Malvajerdi. "Descent-to-Delete: Gradient-Based Methods for Machine Unlearning." Paper presented at the 32nd Algorithmic Learning Theory Conference, March ...

The OptiMATE Gradient Maker slashes that to as little as 6 hours with 4 simple steps from method creation, connecting consumables, method running, and spinning. The spin process alone shrinks from ...

"Towards the Unification and Robustness of Perturbation and Gradient Based Explanations." Proceedings of the International Conference on Machine Learning (ICML) 38th (2021).