CPSC 5XX - First-Order Optimization Algorithms for Machine Learning (June, 2020)
August 10:
Gradient Descent Progress
August 11:
Gradient Descent Convergence
August 12:
Linear and Superlinear Convergence
August 13:
Subgradient Methods
August 14:
Projected-Gradient
August 17:
Proximal-Gradient
August 18:
Structured Regularization
August 19:
Coordinate Optimization
August 20:
Randomized Algorithms
August 21:
Stochastic Subgradient
August 24:
Variance-Reduced Stochastic Gradient
August 25:
Online Learning
August 26:
Over-Parameterized Models
Mark Schmidt
>
Courses
> CPSC 5XX